{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introduction to NLP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import bcolz\n",
    "import re\n",
    "import itertools\n",
    "from numpy.random import random, permutation, randn, normal, uniform, choice\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "from torch.autograd import Variable\n",
    "import torch.nn.functional as F"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We're going to look at the IMDB dataset, which contains movie reviews from IMDB, along with their sentiment.\n",
    "\n",
    "See below to download the dataset.\n",
    "\n",
    "We will compare to the 2011 ACL [stanford paper](http://ai.stanford.edu/~amaas/data/sentiment/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data_folder = '/home/lelarge/courses/data/imdb/'\n",
    "#data_folder = '/home/ubuntu/data/imdb/'\n",
    "data_imdb = data_folder+'imdb_full.pkl'\n",
    "data_idx = data_folder+'idx.pkl'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "arr = np.array([[1,2,4,5],[4,3,2,0]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 2, 4, 5])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arr[0,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2, 4)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arr.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[[ 0.4564, -1.7849,  1.7414],\n",
       "         [-0.6956, -0.1206, -0.5653],\n",
       "         [ 0.0606, -0.5843,  0.0823],\n",
       "         [ 1.0665, -0.8770,  0.6779]],\n",
       "\n",
       "        [[ 0.0606, -0.5843,  0.0823],\n",
       "         [-0.1044,  0.8012,  0.3375],\n",
       "         [-0.6956, -0.1206, -0.5653],\n",
       "         [ 0.2030,  0.3286,  2.1310]]])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "embedding_dim = 3\n",
    "embedding_user = nn.Embedding(6, embedding_dim)\n",
    "input = Variable(torch.LongTensor([[1,2,4,5],[4,3,2,0]]))\n",
    "embedding_user(input)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[ 0.4564, -1.7849,  1.7414, -0.6956, -0.1206, -0.5653,  0.0606,\n",
       "         -0.5843,  0.0823,  1.0665, -0.8770,  0.6779],\n",
       "        [ 0.0606, -0.5843,  0.0823, -0.1044,  0.8012,  0.3375, -0.6956,\n",
       "         -0.1206, -0.5653,  0.2030,  0.3286,  2.1310]])"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "embedding_user(input).view(2,12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[[ 0.4564, -0.6956,  0.0606,  1.0665],\n",
       "         [-1.7849, -0.1206, -0.5843, -0.8770],\n",
       "         [ 1.7414, -0.5653,  0.0823,  0.6779]],\n",
       "\n",
       "        [[ 0.0606, -0.1044, -0.6956,  0.2030],\n",
       "         [-0.5843,  0.8012, -0.1206,  0.3286],\n",
       "         [ 0.0823,  0.3375, -0.5653,  2.1310]]])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "embedding_user(input).permute(0,2,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#need to be done only once\n",
    "#!wget -O $data_imdb https://s3.amazonaws.com/text-datasets/imdb_full.pkl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pickle\n",
    "f = open(data_imdb,'rb')\n",
    "(x_train, labels_train), (x_test, labels_test) = pickle.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "25000"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(x_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "g = open(data_idx, 'rb')\n",
    "idx = pickle.load(g)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is the word list:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['the', 'and', 'a', 'of', 'to', 'is', 'br', 'in', 'it', 'i']"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idx_arr = sorted(idx, key=idx.get)\n",
    "idx_arr[:10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is the mapping from id to word"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "idx2word = {v: k for k, v in idx.items()}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here's the 1st review. As you see, the words have been replaced by ids."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'23022, 309, 6, 3, 1069, 209, 9, 2175, 30, 1, 169, 55, 14, 46, 82, 5869, 41, 393, 110, 138, 14, 5359, 58, 4477, 150, 8, 1, 5032, 5948, 482, 69, 5, 261, 12, 23022, 73935, 2003, 6, 73, 2436, 5, 632, 71, 6, 5359, 1, 25279, 5, 2004, 10471, 1, 5941, 1534, 34, 67, 64, 205, 140, 65, 1232, 63526, 21145, 1, 49265, 4, 1, 223, 901, 29, 3024, 69, 4, 1, 5863, 10, 694, 2, 65, 1534, 51, 10, 216, 1, 387, 8, 60, 3, 1472, 3724, 802, 5, 3521, 177, 1, 393, 10, 1238, 14030, 30, 309, 3, 353, 344, 2989, 143, 130, 5, 7804, 28, 4, 126, 5359, 1472, 2375, 5, 23022, 309, 10, 532, 12, 108, 1470, 4, 58, 556, 101, 12, 23022, 309, 6, 227, 4187, 48, 3, 2237, 12, 9, 215'"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "', '.join(map(str, x_train[0]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The ids can be looked up in idx2word."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'bromwell'"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idx2word[23022]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"bromwell high is a cartoon comedy it ran at the same time as some other programs about school life such as teachers my 35 years in the teaching profession lead me to believe that bromwell high's satire is much closer to reality than is teachers the scramble to survive financially the insightful students who can see right through their pathetic teachers' pomp the pettiness of the whole situation all remind me of the schools i knew and their students when i saw the episode in which a student repeatedly tried to burn down the school i immediately recalled at high a classic line inspector i'm here to sack one of your teachers student welcome to bromwell high i expect that many adults of my age think that bromwell high is far fetched what a pity that it isn't\""
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "' '.join([idx2word[o] for o in x_train[0]])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Reduce vocab size by setting rare words to max index."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "vocab_size = 5000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "trn = [np.array([i if i<vocab_size-1 else vocab_size-1 for i in s]) for s in x_train]\n",
    "test = [np.array([i if i<vocab_size-1 else vocab_size-1 for i in s]) for s in x_test]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Look at distribution of lengths of sentences."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2493, 10, 237.71364)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lens = np.array(list(map(len, trn)))\n",
    "(lens.max(), lens.min(), lens.mean())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pad (with zero) or truncate each sentence to make consistent length."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "seq_len = 500\n",
    "\n",
    "trn_pad = np.zeros((len(x_train),seq_len)).astype(np.int32)\n",
    "test_pad = np.zeros((len(x_test),seq_len)).astype(np.int32)\n",
    "\n",
    "for idx, s in enumerate(trn):\n",
    "    trunc = s[-seq_len:]\n",
    "    trn_pad[idx, -len(trunc):] = trunc\n",
    "\n",
    "for idx, s in enumerate(test):\n",
    "    trunc = s[-seq_len:]\n",
    "    test_pad[idx, -len(trunc):] = trunc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[  0,   0,   0, ...,  12,   9, 215],\n",
       "       [  0,   0,   0, ...,   5, 336, 406],\n",
       "       [  0,   0,   0, ...,   6, 176, 397],\n",
       "       [  0,   0,   0, ...,  14,   3, 482],\n",
       "       [  0,   0,   0, ...,  65, 528,  70]], dtype=int32)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trn_pad[:5,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(25000, 500)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trn_pad.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(25000, 500)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_pad.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using gpu: False \n"
     ]
    }
   ],
   "source": [
    "use_gpu = torch.cuda.is_available()\n",
    "print('Using gpu: %s ' % use_gpu)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1, 1, 1, 1, 1]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels_test[:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Single hidden layer NN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import imp\n",
    "\n",
    "import NLPModel; imp.reload(NLPModel)\n",
    "from NLPModel import SentimentModel\n",
    "\n",
    "model = SentimentModel(embedding_dim = 32, vocab_size = vocab_size, seq_len=seq_len, n_iter = 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "312.15625\n",
      "Epoch 0: train loss 0.4050630355430076 train acc 0.7983535805626598 validation loss 0.32236950837856976 validation acc 0.862204283887468\n",
      "368.578125\n",
      "Epoch 1: train loss 0.1528324946627745 train acc 0.9426550511508951 validation loss 0.3356465516835832 validation acc 0.8623721227621484\n",
      "386.71875\n",
      "Epoch 2: train loss 0.041446258126379316 train acc 0.9890505115089514 validation loss 0.44531741319105145 validation acc 0.8583919437340154\n",
      "CPU times: user 6min 20s, sys: 16.3 s, total: 6min 36s\n",
      "Wall time: 2min 15s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "model.fit(trn_pad, labels_train, test_pad, labels_test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Single conv layer with max pooling\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import nlp_models\n",
    "from nlp_models import ConvModel\n",
    "\n",
    "net = ConvModel(embedding_dim = 32, vocab_size = vocab_size,seq_len=seq_len)\n",
    "\n",
    "model = SentimentModel(net = net,embedding_dim = 32, vocab_size = vocab_size, seq_len=seq_len, n_iter = 3,use_cuda = use_gpu)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "307.43125\n",
      "Epoch 0: train loss 0.4038330779394225 train acc 0.7862691815856777 validation loss 0.2999089110042433 validation acc 0.871139705882353\n",
      "361.096875\n",
      "Epoch 1: train loss 0.1986182473809518 train acc 0.9235214194373402 validation loss 0.2731494004826259 validation acc 0.8880195012787724\n",
      "372.721875\n",
      "Epoch 2: train loss 0.12961627653492686 train acc 0.9532528772378517 validation loss 0.3177125509447225 validation acc 0.8813059462915601\n",
      "CPU times: user 11min 5s, sys: 1min 2s, total: 12min 8s\n",
      "Wall time: 4min 18s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "model.fit(trn_pad, labels_train, test_pad, labels_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# GloVe Embedding\n",
    "\n",
    "[Global Vectors for Word Representation](https://nlp.stanford.edu/projects/glove/) by  Jeffrey Pennington,   Richard Socher,   Christopher D. Manning "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "glove_folder = '/home/lelarge/courses/data/glove/'\n",
    "#glove_folder = '/home/ubuntu/data/glove/'\n",
    "glove_file = glove_folder + '6B.50d.tgz'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": true,
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "#need to be done only once\n",
    "#%mkdir -p $glove_folder\n",
    "#!wget -O $glove_file http://files.fast.ai/models/glove/6B.50d.tgz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import tarfile\n",
    "tar = tarfile.open(glove_file, \"r:gz\")\n",
    "tar.extractall(glove_folder)\n",
    "tar.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def load_vectors(loc):\n",
    "    return (load_array(loc+'.dat'),\n",
    "        pickle.load(open(loc+'_words.pkl','rb'), encoding='latin1'),\n",
    "        pickle.load(open(loc+'_idx.pkl','rb'),encoding='latin1'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def load_array(fname):\n",
    "    return bcolz.open(fname)[:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "glove_loc =glove_folder+'6B.50d'\n",
    "vecs, words, wordidx = load_vectors(glove_loc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(400000, 50)"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vecs.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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iInLWqOVQRM55RcUluNisf7tdaOsYklZtpcktl5G8eisNru9D0ootJK/ait3PC4vNRlCT2gBsmzaPHV8tIvtgGiUFhTiLSvAMDyx3PL861bG6ulTKNYmIiIicaxQORaTSmU6TZc+uIH7BPgoyCwm8pwkvbd7Olv2HMYCW0aFMur4L9asHsC/1KPVHT+WDOy7m/fmbWLnjIM8M64ynmwt3v7eQT+/py/0f/sL+tCy6N67Be2P6MP+3fTzy2a+kHMmiYVouTbbuoygnn9mH87nP6c3nyzfjHehDcPM6WFxsXP7gR+zfsIf3r+lMcPM6uHo62PrpXBLmrQFg/vufk5h1kGruXlV740RERETOIoVDEal0+5clsnPGbi5+4yK8wr2YvTWB0ZEtaBwZSF5hMRO/WcngZ78n7sXry/Z5ZNqvTBjWiTdH9cJmtbBwYwIFxSW8NGMt799xMYXFJVz1/Ax6PvYNCUfycPHyo3q4D7/lFTDxpR+4tGU9Onaox31TF/DT+ni6erlQvUszjuYWMG/vYe7yc6XBtReVnS8rIbXsdcehl7F862GKjuae1fskIiIiUpUUDkWk0mXtz8QR6CCkSTAAgzrWK7f+7dt6E3z9a6zelUx1f08ARvVpxqC2dcu2MUtMikucTLmxO3XD/AFoWSecmat2EBRZG4vVSjpQJz+PZfE53DSkFQ5XG1d2imHB9CM0/G0XsWOv4oul2/B0tVJz024O/LIer8hQ9s5cTvLqrdh9PACwuzuwWqwUneJaSoqLsdr00SkiIiLnH33DEZFKtfiJX9k1czcAU9t8hGc1D1q80pXP/jcfv915uJbAQXsJUT5W9qdlUd3fkzr5Nryf2sx+/xDi3t3AkR3pGNdGYXex4tiTyw8PryB9VzpdS0qIcPXmh0gLJYDFaRKbH0jdXDfWfZDO3iUzuXxAFO96epHp7iCgQRTbr/2CR44EYNo78/PY1VjNVGr3CqLR8EvY+e0vwB+6leLFd5Nfx69aCC6urmxbvgbvAD+G/O8u1s/9hW3L1nD0UBp2dwc1GtWnw+X9sLs7yq592/I1rPx+NvlZOYTXjyayUX0WT/uO29+eXBV/FSIiIiJ/SeFQRCpV23ta4Rnqwc4fd9Hvg74YFoMHhn9BvSMWIkc1Jizan+QZ8YTO20fhkfxy+655bR2t74jFK8KL6XG7aZDnwrz7F9LkukZ0erg9XR7/gchDxRjHtr9sWzbeTg/eD8tj8ctDOLAskVWT1tC9eQi5QzuwaOp6wpKKaf54R2IaVyMnNZej+zKp2y8agGajB5Wd279+JL3G3Mh3k19nx4p1NOjchkFjb8ekdEoLwzDoOLQ/3oEBZB1OZ8nn01k87Tt63Xg1AMl79jH/gy9o07830bFNObBtFyumz6r8Gy4iIiJymhQORaRSuXq6sj09l9TsAhpOWkCYm5XrkyDsxvpcem0LANYFurFx4V4cy1OhbVTZvs1vakp42zAAjJ0u9Dxsp2a3SFre2hyAXH9XFhQdJchq4JdXQqOUQqa0SiYxxwPvcC8aDKnP518uoGtBEFMXbcaa58sRRzGZUfl4hnriGepZ1tX1r3gH+tNxSP9yy5r27FxufbvBffnp9ffpOfxKDIuF3xYspXr9aGL79gTANySI1H372bp01ZndUBEREZFKonAoIpVqelwiszYl08xZ2uZWeCgfGwbv7IwnJrkOB49kM+7jxTRxKyY4pXzLYWBMQLn3YQVWwlqFlr3vWi+Iz1PSAAjNKm1BvG1tKAbwUdfPAKiR74Gbl5WUjFw+yM3jnhJfjjywk2VtcvFo7sOoXZ/w3uBRxASH/+k1BEWevO7Atp2snbWA9KRUCvPyMZ1OnMUl5GZm4eHrQ3pSCjWbNCi3T2itSIVDEREROWcpHIpIpZgel8ikOdtJzMijXYmzbLnFKO0Eumn/YVre+xG1Q32ZOKwz36+eR1n/0GNsjr/+iGoY5oOfhwvhvg4sKQWYwOre/hw8cpQvx14KwBXTXuSebv0YvNqTb1fsYPA7A0mPSyVpTTK/PRfHxR7VMQeaf3keF1fXcu8zDx9hxivv0aBTW9r0742bpwdJexNYMHUaJcUlAJh/fUgRERGRc47CoYhUuOlxiYz7diN5RSUnrTvisFJsQCO3YL7/oPQZP2eJkwxvf2q1iiAy2Ic5jw5h1m0/c/+sT4gID8Zuc2Hm3nX0CAlmxbxNRPWrxcvLZvFz2gZiu9gZ2dqP9m6xfDNkOkfN37j/zsvwjvAGINO7CJu/K8kZOQxpX49LvnyGp3pdSfcebXm2cB6XzajBPR++R6ZPERT7knQghoFFCfi5ZPPaB8/QJukoloLD+CXH0ji0BgCH4g9QVFRMaoMQZu1axsr9OxlohmIBvt+ymmGde+MfFkLKngT2Z6Qx9PMpvD/4NlL2JJy1vwMRERGRf8tS1QWIyPln0pztpwyGAEVWgzXhbvTcm8v+Xw+QsTeDZc+uJO9IPjGX1ztp+zk7N+Du4sq7A2+h2pBIitZk8cL9nxKe48XLLa/lkgN1mDTvewoDoHafKDovCSVnZTqZiVmkbU2j4QY/1ny1l3kb9jGoxIdae7woTMwjc38mtxjtKXQpoXeznmQktSbpYDQmUFBcTFaelcvr9qdeUBg+bh7c99NHZOTlAOATEogFWPjjLFr5hDGhTnc8dqYAsGDPJgCadO/I/m07+fHLr2nkFkjxtgT2xG2slPstIiIiUhEUDkWkwh3MyPvL9cvqe+HfPpwlTy5j+rAZpO9K56IpPXAPdD9p2yj/YG5q1YMI30CuvaYXy3sfxnu3QcFTB1g7diWRh7wwgY3JCXQa34GddTJJ/yyRb6/4nrn3LMBruzcfr03g8as6EBHuS5ONfiSN3873182kID6X2b0S+eq3Q+QWWDGdLgA4S1wpLnZl6uJU3GwuNKtWE1ebjRX7dwIQWD2MNdVtxKQWk/rxbJLWbqbTFaUD1iRlpbMpZT+htSLpOuxycjfuoenKg+xZt5FW/S6q2BstIiIiUoHUrVREKlyYr4PEPwTE5TUcLK9ROv9fuK+Dsb3rMaD5nw8AU61lKCNWXsft379LtG9I2XLDMMhvYMNySTVuaNOrbPlLH64iPS8Hi83CuuaHGXR/L7rXbgTAK28+zEu9rix7Pz35o9JupbUbkZSZzqTPVpB2sABwKTveHO9ovPwSsLst43UPE2duGgUlRaRkZ5Rtsz3YxpChg7ikXouyZXVim7F/9qfM2LaWRiERZET4MqOJOz9c9wDedge71m44zTsqIiIiUvnUcigiFW5s73o4XKzlljlcrEwZ2oxfH+z+p8FwelwiHSYuIOrBmXSYuIC07EJsFutJ29ks5T+6DIyy+QdPR6CXvdx738BduLjmYCuoy1sDRvLhkNsJ8vCmqKR8V1k3W/mBagD6xcQyf/dG8osKmbltLV2iGuBtd5x2bSIiIiJni8KhiFS4Ac3DmTCoMeG+DgxKWwsnDGr8l62Fvw9ik5iRhwkkZuSxJy2bPWk5lVanzVoaPK9tW6NcmHV1y6QoN4z7e3Sgln8I7i52Dudm/6Njto2og4eLne+2rGbpvu1cWr/F3+8kIued4qKiqi5BRORfU7dSEakUA5qH/2UYPNGpBrFxmhCXkF7RpZXxc3hgt7ng5sjg4X61eW3BXpIyirA4PYiJzKVppAtbUg/w+oo5uJyiBfNUrBYLl9ZvyZsrfybIw4vY8Npl66JbNiX67aaVdTkiUolWL1jKtCnvEL9tJ4ZhULdZI0Y9+QA16tYiOSGR61r1Ydwbz/LTJ9+wde0Gbn7kHi678Wo2r17P1KensGP9Zjx9vGnXuys3jr8bDy/Pvz2uiMjZppZDETkn/NkgNjkFxZV2TpvFyt0d+vLjtrW8EfcRzWMS2DuxLx9eeR2ebgbDv3mdR+Z9Qd/6LQj18v3Hx+1bvwVFzhL61muBYRh/v4OInPPyc/MYOPJaXpk9jUnfTsXD25NHho2mqPB4C+HUZ16i3/ChvLN4Ou0v7s7eLTsYd8VI2vXuxpsLvuaRqS+ye9M2nr/rkX91XBGRs8Uwz6GZmmNjY801a9ZUdRkiUgU6TFxQbhCb34X7Ovj1we5VUNHp25yyn1unv8NXV9/zr0LliX5Z9BsXdRtH4qHPCAz0qcAKReRM5eXkMjC6HZOnv09gtRCua9WHkY/dx+Wjri/b5rnRD2G12bh3yhNly3Zv2saoHkP4YtMi/IIC/vK4jdqoW7rIhcgwjLWmacZWxbnVrVREzglje9dj3Lcby3UtdbhYGdv75LkPz1WFJcWkZh/l7VXz6BwVc0bBEKBd+xj2JX1MQIA3AB99MJe7Rr/JkexvKqJcEfkXDsbv58OJr7Bt3UaOHk7H6XTidDpJPZBEYLXSUZXrNm1Qbp+dv23h4N4Efvl+dtmy33+TT4rfj19QwF8elzZn7fJERACFQxE5R/z+fOKkOds5mJFH2D+Y8uJcM3fnb0z45TuiA0J5qNvAMzpWUVExrq4uhIb6V1B1InImHhk2moDQYO6c9AiB1UKw2qzc1GlAuYFn3NzLz9XqdDrpc80gBt1y3UnHCwwN/sfHFRE5WxQOReSc8W8HsalISxZv4qH7p7J50z6sVgv16lfnrffupGGjmixftoXx4z5kzeqd+Pl50rd/G555djje3qVfBE3TZMoL3/HOm7PYn5DKwaB9vDLMg6cm3EB8fAr1okawbPUUWsbWKTuf3ejLtK/GMejyjmXbfPTZWKa+M4cVy7cxYdIIGjaKLOtWunnTPm4ePqVsX4CHH70ai8Xg6y+XErfp9XLX07XDfTRvGc2LL996lu6gyH/LHaPvIioqirvvvfOU66fHJR7/scruxGPHHkZP+B/NOrYGSlsFS4r/+pno6MYx7Nu+m/CoGqdcn3kkg4TTOK6ISGXRgDQicsErLi7h8sueoH3HBqze8CpLVr7A6Dsvw2K1sGljPH0vGk/f/m1YveEVvvj2IX5bv4eRI6aU7T/+oQ+Z8OTn3D9uCHGb3+Czr8ZRPSLwX9cxftyH3HJbX9ZveYP+A9qVW9eufQyTp4zE3d3OvqSP2Zf0MXffN4jrR1zE9m37Wb1qe9m227cfYPmyrQy/8aLTvykiF7CTptbJhxI3D9555WMS9ybw27LVvDz2Say2v/6NfejoEWyP28RLY59g18atJO5NYMXPvzDlvscB8PT1xifAj1mffP2vjisiUln06SMiF7zMzFwyMnLo268NtWtXA6B+/QgARlz3PEOGduLueweVbf/KG7fRuvkdpKZm4O5u5+UXpzN5ykhuGFEaxqKjw2jbLuZf1zFqTD8GXd6x7P3uXQfLXru6uuDj445hGOW6mnp6OrioT0s+mDqXVq1Ln8/8cOrPtGgZTZOmGgpf5FSeeWoi6+M2sD5uA999Ox2AL76eRkpKCm+89iZbtu3E32onJyiGjKjOYLGSFtudjfuXc3OXgYTXrMGgMTcwYcoUflq4gCbtWwHw7Q8/kPr++7zw0mTi1q3nzjF3c+/Ecbz11jt88+sCrEVOIhw+9OjbGwCLxcJDb03i9f9NZGSXgYTVrMEtj9/HEyPurrJ7IyIXNoVDEbng+ft7cd0NPbm093i69WhKtx7NGDykIxERQaxbu4vduw7y1RdLyrb/fZTnPbuTsFotFBQU0a3Hmc9f+Mdup//GiJt7c9P1LzL5xZtxdbXx2ccLGTf+yjOup6pNWv46mQVZPNn1gaouRc4zd9w1mv37DxAZGcHNt9wMgNNZwv33PshFvXuxwNEOa14GATvngAEZtbqRWasV3ikrmfTTxzRs1IAff5iBj68PaZkZhNYI5+eUjdx262jatmtb7lwz583lqcnPEBAYwMtTXiElJZXr7r+9bH3zTm14Z/F35fb5Ye+qyr8JIiKnoG6lIiLAO+/fzdKVL9CpcyNm/rCSRnVH8vOctTidTobf1JtV618p+7N6w6ts3vkOTZvV4u+mA7JYSuc5/ON2RUWnfp7Iw8PttGq/pG9r3N3tfPfNr8z6aQ0ZGTkMvarLaR3rXHJbyxt4oP3oqi5DzkOenp64uNiw290ICPAnIMCf6d9+T0CAP/fcdxfBYdXJD6hNRlRnvA6uxygpwrS6gk8oceviAIjTD0XxAAAgAElEQVRbt55BgweSnJxCWtph8vPz2bZ1O82bl/+h6Kabh9OiZXMiI2tww/DrSNiXwKFDaVVx2SIif0sthyJyQSo32ETZyKi1aNK0Fvc9MIR+Fz/CJx/Op3mLaLZuTiA6OuyUx4lpUAO73YWF8zdQp87Jg+kEBZXOT5iUdKRs2Yb1e06rZldXF0pKnCctt9msDLuhJx9OnYu3jwcDBrXD19fztM5xLvFwdf/7jUQqSHx8Ag0bNcRisZRNrVPgHY5hlmDLz8DmG0qr2BbExa3n2uuuYcP6DVx+xWDWrV3H+rj1+Pj4YLPZiGlQvkt5rdq1y14HBJY+i5yenk5wcNBZvT4RkX9C4VBELji/Dzbx+5yK++JTGDl6Idtv7sWV3eqzd08Sm36LZ+SoS7i0fxs6tb2X2299lZtvuRhPLwfbtx1g5o8ref2tMXh5uTP6zv6MH/cBdrsLHTs34sjhTNat3cUto/ricNhp07Y+zz/7NbVrV+Po0RzGj/vwtOqOrBlMfn4h8+bG0ax5Ldzd7bi7l7Y2Dr/pIiY/+zUWi8HMn5+ssHtVlf7YrfS+eY9T0yeC0a1GnHI9wH3zHqeGT3U8Xdz5afcCDAx6RXXipubXYDFKO8oUlRTz4W9fsCD+V7IKc4j0CeeGJkOJDTvzbsFy7vvjj0LVEzIwvXL+sNbEKG3oPz61zrfLAQj2sjN2UGNC8/14dPxjxO+NJzc3j3r16tK8eTPi1sXh6+tLo0YNsZ0wmMwf3xvHTmA6/7rHwbkiJTWTG2//jBcnDqJO7eCqLkdEzgJ1KxWRC86kOdvLgiGA4WIjPy2dJ+98jUZ1b+am61/kymu6ct8Dl9O4SRTzFz/LvvgUenZ5gFZNRzN+3AeEhByf4P6pCTdw3wOX88yT02gacytXDn6GxAPHu429NbV0qPz2re7m9lte5bGnhp1W3e3aN+DmWy/huqueIzzoap5/7puydbVqVaNzl0ZE1AiiS9cmp3X888GC+KVYLVam9Hqc0bHD+Xb7LH7Zt7xs/eQVb/Bb6lYe7DCGt/s+R6+ozjyy+Dl2p++rwqrlbDhxBNL8Elix+xDT4xIBqFkzkk2btuB0lrbOD2gezsNtPXFxcWH+IwMZ0DycJk2bUFhYxGeffk7jJo2wWq00a96MdevWExe3nmYtmlXhFZ6ZF19dwOMTfqrqMkSkiqnlUEQuOAcz8sq9t3q44z/wYgxg78S+J23fMrYOM2b/eWucxWJh7INXMPbBK065PiamBot+nVxuWYE5s+x1zZoh5d7/rkvXJictf/WN23n1jdtP2hYgOTmdG0b0KmuduBBFelfn+ialfw/VvcP4afcC4lI20a1mBw5mJbNo3zI+vuwVgj1Ku/ddVq8P61I2MXPXPO5odWNVli6V7MQfhUrcfHA9msSk71bSNaoHAwZdxldffsMLk6dw+RWDSTp4kLfefJuBgwfg5lbaQu/u7qBuvTrM/XkuI28dCUDDRg05lJpKclISo267pUqu7Uw4nebfPjstIhcOhUMRueCE+TpIPCEg/r78vyg1NYMvpv3CvvhUbrrl4qoup0pF+ZWfbDzA4UdGfiYAu9LjMTG5aea95bYpKimmWUjDs1ajVI0TfxTKDI8lYMcsjIVv0H/+K3zx9TSee34ib7z2JjfecDOenp707NWDkbfcVG6/5i2as3XLNpo3L20ltNtdadCwAdu2bj/pecPK8OCj31Ojuh8eHnbmzNuKYUD3LvUYfm1bLBaD7OwC3v7gV1auiaeosISY+qGMHN6ByIjSKXDmLdzGm+8t5YF7evH+Jys4kJhB21ZRLFtZ+iz0pUPeBOCZx/oREuQFQOqhbD78dCVbt6cQHOTFyOHtad40otKvVUTOPoVDEbng/D7YxB9bERwuVsb2rleFVZ2+iJBrCAz05rW3RhMY6FPV5Zy2EwcJatE4F1+P0nWGYeHEto1iZ8lJx7AZ1nLvDcA0S7sJOk0nBgav9n4Gq6X8dnar6xnVnpWxj2mv1Wfg8KUEhbU8o2NJ5TjxR6Fid39Sml1DuK+DxQ92B6DprPG899Ct9Iv687/DW0eN5NZRI8ste/nVKSdt17xFMxb/urDcsmrVQk9adjoWLdlF/0saM+mpAeyJT2PSS/OJrhVIl451ePG1hSQezGD8/X3w9LDz0bRVPPr0TN566Srs9tKvfYVFJXzw9TJS3dKY9MwQIsL8sVoMsrLzuXdMDwA8Pe0cSS99JvPjaasYPqwto27uxBffrOO5KfOY+vq1OBwuZ3wtInJu0TOHInJWxP74DPMObq3qMoDSZ4kmDGpMuK8DAwj3dTBhUOOyQSj+awrMmSQemsY1w7pXdSmn7cTnwRIz8li3L53kzHwAfO1eHMlLL7fPnox/95xgtF9NTEyO5GcQ7hVa7k+gu39FXYqco8b2rofDpfyPAif+KLTxyslcVKP0md2ErDSCp97M+rT4s1nmPxJR3Y9rr2xFeJgvndpH06RhGBs2JpKYlMHKNfGMvqUzjRqEUTMygHvHdCc3t4jp85fS4Zk6JGbvxOk06X9JYwCqhfrg7nDF1dWKi4sVPz93/PzccfnDvbrs0ia0ia1JeDVfrruqNVnZBeyJ13QcIucjtRyKyFkxu9cdeLuc3jx+lWFA8/D/bBg8H534PBhAsdNk96HSloumIY14c92HLD+whureYczcOY9DuYcJ9fjn0wFU9w6je82OTF7+BiNbXEsd/yiyCrLZkLqFap4hdIxofcr9nM5iDMP6n36Wc/m+uaRk7WdAoxF/v/F5qmwE0pOmsDn+ORDiXrUt7+u2x/PCtNl8OH4kVquFpLQMxrzwMRe1bsTIAd0AOFySAW6lreH7U47w8eyl7CjYz84DBqnfHcZig/p1QwDYl5zG+zOWYFbP5ctly8AdDmVmYrUbvPNTaQvmiKffBSDY4UuILeCUddWscfzHkwD/0ub8o5l5fPXjesY/9xPbljxUOTdERM46hUMROSsC3f563r1iZwm2E7r6yYXjxOfBfldwLDD2qd2VvRkJPL/yLQD61elFh+qt2LlnHktm3YHNxUHy/g3kxy9go5lLgxY3s3zeA+w6sJ4imxs7NkZQt/HV3Nf2Vib9OIaXFj9HjmHD1Swh0s2H2zrfX3bONYufYu+272jS5i7WLZ1A9tF93HBfCjYXDzaufIkt694lO3M/DvdA6jS+mtbdjg9WlJWZwKpFj5C8fzlevpG07zWZ6rV6VOKd+3up2QeZsOB2vOy+hHrVoG1kzyqtpyoNaB7OZc3CeGPTXD7cPp/RG77i0e2eDIlux8OxgwieejPvdSvtVhr71TgALvrhaQDah9blgRaXMXjWC8QNfbZckHxmzXfM2b+BXwY+dkb11Y+sxhFWMvi1aRzNP4yvWwgW98Zs2lM6OvIbCyex0+0rSixZDHzlfYoyIxjc/CbMI7XIysknqzCV7LrfcenL71JYXIBR4kmz4H6EG3VY7f4SAN/tewwaQO2AxuTu68aLd16Dp7udd99fRm5O0SnrstkstO83heuvaM0tw9oDpQPZiMj5R+FQRCrEstTdTN35K7uz0jCABr7VuLdhL6K8SkeFjP3xGSa2HEjPsBgO5mbQf/7rPNXiMqbvW8/G9ETuaNCdoVGxVXsRUmVONUiQYXFit9oBsFlsjGk1gjGtyrd8/bhrOrs2fU7jNnfw2mWvsm/HDJbPHcuB3XOpXrsXz7Uew47fPmHxzFGE1+yKh1cYvf1rMLzFMDy8wklP28qSWWPI3hIJwY+WHTcrI55dm7+g16BPsVhdsdrcWL3oEbasfYe2PZ+lWo2O5OceIi15Q7l6Vi96jLbdn6Fjn5dYt3Qi86dfx9Wjt+Pi+tc/jlSmp+ffytiuU6gd0JB7fhzI1GqLcXf1ZOLCMaw98AuGUf4Jk+KSQka1ewI/9yCemncLrraTW/yj/OrzbN/Pz9YlVKin137HB9sW8UTrK2gbWpfD+VlsPJxw0nZz+j1E7x+f4fOL7qShfwSuVht+dg9qegfx5a7ljGnSByh9lvXL3cu5rdFFZ1zbxyteo9BtGz0ibuSqbr2Z/PWHrM39nKIMG52eCeZofgKRzh6EuUUTFVrE3Jz3KPJYj7tLU4qtJpm+yzAzi7iy/qNc1L4ZY15+lVoh4fzySxY3DX6edzffy7CYx5kzPZXbH7yISR/Px8fTgbeHAzdXV7KzCs/4GkTkv03hUEQqRF5xEVdFtaaOdzAFzmLe27GUu1d9xVfdRuLyJy2Cr21dxJ0NujO+WV9shh6BvpCVHyTIias9E3f3Q7QP7/S3+/oFxRDb+WEAGre5k/XLn8ewutC49WgAWnZ6iA3LnyflwApqxQyiRadxZft6+UbSvP39/LZyCq26Hg+HJSWFdOv/Hu6epd3zigqz2bjyFdr1mkT9ZtcD4ONfm5DqbcvV0rj1GCLrlk6H0rrr4+zc+CmHUzYQGtHh9G/OGXrpsh/KXn9+zbqy1+m5h5jS/wfCfWqW2/6rDW+SW5SNe7Envetdyah2j5VbX1Ccz23f9anMkitNdlE+b22ey5NthnJ13Y4A1PIOplVw7ZO2DXArHanT382zXCvhNXU78tmOpWXhcOGBzaTlZXF57bYnHePfyCvM5fNVU7k4+h5yMwII840gOy2MusE92XFgIzmZrYDOuJLMln127N5euOW34NOlnxGS64rpNEkt3o5bSTRffrGPbz5LpmP3LixcthsjyMqXczZBdfj0y834mzXwcPUqO3f7flNo36wmaYeyOJCYgZeXnZvu/ZyoiNJupg8+PYMDSUd5+qW5PP3SXJpEhZSrfemqPTw2eTb7D2bQrGE4kx7pT41wvzO6HyJSNRQORaRC9AirX+79o80upcus59mcfpBmAace8nxoVCw9wyp/6Hc59/3xebC0/ERqRM8m0qsuD3S5/G/39Q9uXPbaMAwc7kH4Bx2fmsJidcHu8CMv5xAAe7Z+y8ZVr5KZvoeiwmxMswTzhJFPPb3Cy4IhQPqhrZSUFBAe1e0vawkIblT22t0rDKDsvFXh1/jZvLvyaXYd3oSBQcPQVoztMoVaARfm/+92ZCRRUFJM52qnf/1Do9szYe10VqXsonVINJ/t/JWLI5vh/zdd5/9OfNouCosLmLX7RYqKS1j43HgKS4oxk01Miw9eRh7Ftu2k2ZZREnGUtVmFWOxgMUyaBNZi0bJdRMf2ZIftazzrJVNwKIwlS6KJDK5L3P79RDd2kAk0bBJEwhonsxduK3f+GpH+OFxt3P3gN+TlF2H3PD4S6f/u7MWoh77miv7NGDa4FSNGfVK2rrCwhNc+WMrkRy7Dbrdxz6PTeWjCTD559dozuh8iUjUUDkWkQhzISeeN7b+wKf0gGYW5OE0TJybJeZl/uk+MT+hZrFDOdeUHCRr2p9v9ccqL4V4ZRBkF5TcwDCzWE4fYNzBNJymJK5n/3XW07PQ/qtfuhd3Nl307ZrBi/rhyW9tcPU7Y/589X2WxHD/v7wPY/D6VRlXIK8rhmhZ3USewCQXFebyz8inu/L4f316/pcpqqkoVMdl7oMOL3jWaMm3nr0T7hDInYQMf9xp9RsecHpfIpNmrASgsuYXgvAxaR0WRnVfAF7ssuFNEmGU3WW7fUFjQhbTiFgRTQKjPdg6WzGP0iK68/ekqnnrwJmrVuZ3lu39hzd5lLNn5OSn5Xajh35Znx/Tg8tdfx8XLpOdFMXw7O47QurayZwftdhtPjr+0rKYrRn6A3W5jxle3AmC1GHi62wkO9Cxb9tWP6ykucfLU/ZdQu2bpIwQjh7Xjvse/x+k0sVj+u4M4iVyoFA5F5LScOCedV9Ot1PL146EmFxPs5oXVsDBk0dsUmSfPRfc7h+3M5paTC8/vU178PrJpQXEJy3cfxisu8R+NPpuyfzkeXmHlupZmHT35ebMT+QbGYLXaSdy7EB//6NO/gLOsZ53B5d4/0ft9OrzmzabkVVVU0dn3x8+qUD8btmAri5O2Ussn5C/3c7WWfkUqcZ4c7q+t14kbF7xJpFcgQQ5vupxmD4jpcYk8/uNm0nOLMPClmpeNjPxUfJzVWbc5nWv7tGfRoQwOZuRgWpdjMT05WtiHItyweNvILV4BBqRmHmXApY0Y9cg06jUIoEujBtzY41GOHnGw7uAc+jS8jISUDACC/bxoFV2D1z5aTLW6fqzdHo/Feup5Q/8Ju6u1LBgChAR5UVTsJDMrH18fx2kdU0SqjsKhiPxrJ35BP5idRUDxUfrQhjZBUQBsy0impApbTOT89GdTXkyas/0fhUMf/zrkZB1k56ZphIS35cCeueze8tXf7udq96JR69tZtegRrDb7sQFpDpOWHEeDliP/dv+qsj9jN68tG8+m5JWk5x3CaTpxmk6Ssv4+EJ8PTvysSkovxuZSm8dWfoPd4kLb0DqkF+SwIW0fw2O6lts30M0Lh9WVhYmbifAKxM1qw9vVHYCuYQ3wt3swOW4GY5r0wXIaz0yfWJuJG1mF3fCxf8/Rgh64Ov3w9MmlV8w2psclUVwchNPIxmnbhIelNtGhSexIKu0a+uAb3+BigYgOv+GwxPDzymxe/vxborpuxsX0Z0PSLuK/OYDVcCE4LJusgnSKSwoY0DmWaXOXExJjYVtS+X8TRcX/7PPbai1/7QalrYXOCmilFZGzT+FQRP61E7+gm8VWnEVWPtu1lsFNapGal8VLWxdg1SAzUsH+bMqLP1t+osi6fWna7m6Wz72f4qI8qtfqQWzn8Sydfeff7tu625PY3XxZt3QCOZmJODyCqdP4mn9V/9l25/f9CPIM5+EebxHsGY7VYmPwRw0oKrkwRqU81Y8JRmoMDpuD59fPICk3nSCHN1fUbnfSvjaLlafbXsnz62cwef2PtA2pw/RLxpYewzC4sk4HJsX9yFV1Tm+woVPVllVwCU6nFx6uv5JqSeOF+T8SHRLDDR0G8dVaL7LyjuLnPh2rUcymxLrkFl6Mr+Nr1jlr4rBa6RG5j0OZi8mITCIwzIalIJp6xZeSccTCu89czw/rvflg6aukZL5OeJdqXNPnaa7p047+179LUNDx1r/8gmJ270ujUb3jXf9dXKyUlOgHP5HzncKhiPxrJ38RN8jaHolH1EGGLnqH6h5+3N2gJ/ev+aZK6pPz14lTXnya9wQA4b7Hu68NGbn2pP2G3RVf9rp1tyfLzU0IlGv9i+38cNnop39kGBaatR9Ls/ZjT1rn5RvJyP+dHFBPtawy/bELZTXfQnLtWxnX/TVaRZQOpLM1ZR3FzuKzWlNVOtWPBgYG+Qej2HrHyc8Jpo54p9z7a+t14tp6px4xNyXvKJ3C6lPDK/CU60+nNjDIKepMTlFnwn0dzLy7e9mau3oBlL7vMHEBh3JK988p6oiZV0DOzkOsyGvP9HsfIiExnTvHf8eQwbF061iHfte9wwtvLWJAnx4Mq12fhybM5P7bjh+7fauafPnDenp1roe/nzuvTl1CcXH54Fq9mi+r1icwKDUTV1cb/r7up3XdInJuUzgUkX/tVHPSFR31wiO+Gb8+ePwLx5JLjn+JXtPvoeP7u/uWey/yT5Wf8qKUw8XK2N71qrCqc8NJ3b0zbPgEefPS4pd4pm8EqdmJvLh4LDbLhfOf/lN9Vv2+/HRlFuayIW0fX+1azjvdbqnw2uDv/02fFCwtFsjNJ3X5FroO2kSgvwcD+jRm1A0dcLFZeWPiEF54axGvvb+EwABPbru+AzcMbV22++03dOLAwaPcdO/nuLu7MmZEJ1IOZZU7xb23dmPcMzPoNOBlCgpLSFjzKCJy/rlw/gshIhVGX9ClqvxxyovfB0Ma27veP3re8Hx3cjdFCzkZD7CZd7j8o0ZE+EZzb+fnuXfG4D89xvmmMj6rrpv3GnGH4rm6bgd6RTSp0NoAfB0uPNa/4V/+mz4xWBp2F4ym0YT7Osr9QPe7i7vHcHH3Px80x8vTzqvPlP93cd2QVuXet2hcnTnTbi23bEi/Zgzp16zcsnaxNRUcRf7DFA5F5F/TF3SpSuWnvJDfnaqbYnFRUzIOvcreiX3Lli0fnQ3AsvjZZ622qlIZn1XTLzm5W/HZrk0/0IlIZTnjcGgYRgTwERAKOIG3TdN8yTAMf+ALoCYQD1xhmmb6mZ5PRM4N+oIucm6pjC6U54Nz+bPqdGvTD3QiUlkqouWwGLjXNM11hmF4AWsNw5gL3ADMN01zomEYDwIPAg9UwPlERETkBP+2Nam6b23Gzrj8lOtubfcYnq4+LNkzgyV7Zpy0PiakZcUULaftXA69IvLfZZgVPA+NYRjfA68e+9PVNM0kwzCqAYtM0/zL/g6xsbHmmjVrKrQeERGRC8UfRytVa5KIyH+TYRhrTdOMrZJzV2Q4NAyjJrAYaAQkmKbp+4d16aZp+p1in5HASIAaNWq03LdvX4XVIyIiIiIi8l9SleGwwmaoNgzDE/gGuMs0zcx/up9pmm+bphlrmmZsUFBQRZUjIiIiIiIi/0KFhEPDMFwoDYafmqb57bHFKce6k3Lsf1Mr4lwiIiIicvqG3/ss/YZrrlkROdkZh0PDMAzgPWCraZov/GHVD8D1x15fD3x/pucSERERudAozInI2VIRo5V2AIYBGw3DWH9s2UPAROBLwzBuBBKAIRVwLhERERE5haKiYlxcNIW1iJy+M245NE1zqWmahmmaTUzTbHbsz0+maR42TbOHaZp1jv3vkYooWERERORcYpomL7z9JfW6DMNRpzc12lzBQ8++A0Bi8iGuGv0kAY37E9C4P5feMI6dew+U7fv4ix/QpNcIPv9hAXU6XYNPg74MvHk8aUeOlq3/6Os5/LRgBdbI7lgju7No+Xri9ydjjezOtO/n0/PKe/Co24e3P/2Rw+lHuXrMk9RocwUedfvQuOdw3v9yVpXcFxH579HPSyIiIiJn4H/Pvcubn/zA5Idvo3ObJhw6nMH6zbvIzcunx5X30q5lQxZ++SKuLi48//aXXHTNfWye/wHuDjcA4g8k8+WMhXzz9hPk5OZz9ZgneXjSe7w54R7uHTmUrbsSOJKRxUcvjgPA39eLgymHy8793EO38s5zY3FxsZFfUEiLhnW4/9ar8PZyZ97SdYx66EVqhIXQo2OLKrtHIvLfoHAoIiIicpqyc/KY8t7XvPDI7YwYejEA0TXDadeyIVO/mIVpmkydfD+lQzTAmxPuJrTFYGbMX8EVl3YFoLikhPcnP4CPtycAN191KR98NRsATw8HDjc7dtd8QoP9Tzr/6OsHcnnfLuWW3XfrlWWvR14dxsJlcXz+wwKFQxH5WwqHIiIiIqdpy854CgqK6NHh5OC1buMO9u5PwqdB33LLc/MK2LPvYNn7yPCQsmAIUC0kgNTDGf/o/C2b1Cv3vqSkhGdfn8aXMxaRmPx/9u47KorrbeD4d3dZYOkgTZp0RcHee29YsMdurFGjRqNGjSa2WJNoNEZjiz323mPvvXcUBARBkI703fcP3mA2aKL5aYzJ8znHc3bv3jaDC/PM3BJHZlYWWdk51Kpc6nUOSwjxHyXBoRBCCCHEX6TTvfwzrU5L6eLerPl+XIHPbKzM81+rDfQvxxQKBVqt9pXaNzUx1nv/zcL1fLtoA7PGDySgqCdmpho+n7GY2FcMNoUQ/20SHAohhBBCvIatlyOZue8uUYnpOJgoUavVHDx5CR8PF718Zfx9WLv9ELbWllhZmr2ktj9nqDYgN/fVgsUT56/TrH4VurZuCOQtlhMc+ggri7/evhDiv+N/Xq1UCCGEEOK/YuvlSEZvvk5kYjo6IPqZFjPfMoycspCf1u/hQVgk567cZv7KbXQOqo+DrTWt+ozl6JmrhIY/5tjZqwyfNF9vxdI/4+7iyM17odx9EE5cfBLZ2Tkvzevr4cqhk5c4cf46d+6HM2jcHEIjot/AkQsh/gvkyaEQQgghxCuaue8u6dm5emmmAdUxMzPlqzmr6B8di4OtNV1bN8REY8yR9bMZPX0RHQZMICklDSf7QtSuUhprS/OXtFBQ746BHDlzhYrN+5Oals7Btd/i7uL4wryfD+5CaMRjAruPQmNsRPe2jejUsh6374f9T8cthPhvUOj+aLD836x8+fK6CxcuvOtuCCGEEEK8kMeoXbzoykkBhE4LfMEnQgjxehQKxUWdTlf+XbQtw0qFEEIIIV6Rk5XmtdKFEOJ9IsGhEEIIIcQrGtGoKBq1Si9No1YxolHRl5QQQoj3h8w5FEIIIYR4RUFlnAHyVyt1stIwolHR/HQhhHifSXAohBBCCPEagso4SzAohPhXkmGlQgghhBBCCCEkOBRCCCGEEEIIIcGhEEIIIYQQQggkOBRCCCGEEEIIgQSHQgghhBBCCCGQ4FAIIYQQQgghBBIcCiGEEEIIIYRAgkMhhBBCCCGEEEhwKIQQQgghhBACCQ6FEEIIIYQQQiDBoRBCCCGEEEIIJDgUQgghhBBCCIEEh0IIIYQQQgghkOBQCCGEEEIIIQQSHAohhBBCCCGEQIJDIYQQQgghhBBIcCiEEEIIIYQQAgkOhRBCCCGEEEIgwaEQQgghhBBCCCQ4FEII8Sd2DPyCE98sftfdEEIIIcRbJsGhEEKIt25h1baEHDr9rrshhBBCiD8gwaEQQogX0ubkotPp3nU3hBBCCPE3MXjXHRBCCPH6dgz8Ait3FwyMjLi36zAKlZIy3dtQvFVDTs9Zxv39x1GbmlChb0d8m9QC4OwPq3h47Byp0XFobCzxrFeV8r07YGBkCMCFxesIPXyGkp1acOmnjaRGx9Jj//ICbUdeuMYvY76m4oAuFA9qCMDdnYe4umY7KVExmDnY4teqIQHtA1Eolaxp3R+AA2O/AcDM0Y5Om+f/HadJCCGEEK9BgkMhhHhP3d93nIAPmhG0eCphx89z+rufeHT2Mi6VytBq6XTu7T7CsWnzcS4fgKmdDWqNEbXGDMDUzoaE0Eccn7kQlTuSzYoAACAASURBVNqACn075teZ8vgJ9/cfp8FXn6I0MEBlaKjXZsjhMxz9ah41R/fHq15VAG5v+4ULi9dRbWgvbIt5khASwbFpC1AaGODftgmtlkxjZWAvao76CLdq5VAoZdCKEEII8U8kf6GFEOI9Ze3hSvneHbB0LUxAx+YYW1mgMDAgoEMgli6FKdezHegg5vpdAMp+2A7HksUwL2yPW9WylOnWige/nNSrMzc7hzpfDsa2qCc2Xm4oDVT5n93e+gtHp/xAg68+zQ8MAS4t20SlAV3xrFsFCycHilQvT+muQdzavA8AjbUlAIZmppgUss5/L4QQQoh/FnlyKIQQ7ykb7yL5rxUKBRprC2w83fLTlAYGGJmbkp6QBEDIodNcX7+L5EfRZKdnoMvVotNq9eo0sy+EiY1VgbbCjp/n9tZfaPHDRBwCiuanpyckkRYTx/EZP3Li60X56bpcma8ohBBCvG8kOBRCiPfUb5/q5VEUTFMo0Ol0xNy4x8EvZ1GuZztcBvfAyNyUsOPnOfP9Cr3sBsZGL2zLxqsIKBTc2XkIe39fFAoFQH4AWGNkX72gUQghhBDvHxlWKoQQ74mtlyOpNu0QHqN2cTk8kdDYtFcuG3PtDqa2NpT9sB32xb2xdC1MSnTsK5c3d7Kn+fcTeHTuKsenLcgPCk1srDC1syE5MgZLl8IF/v1KaWBQ4CmlEEIIIf5ZJDgUQoj3wNbLkYzefJ3IxHR0QGaOltMhT9l6OfKVylu6OZEWF0/wvmMkR8Zwa/M+Hhw4+ecFf8PC2YHmc8cTcfaKXoBYrld7rq7axrW1O0gMiyT+QTj39hzh8orN+WXNC9sReeE6z54mkJmc+lrtCiGEEOLvIcGhEEK8B2buu0t6dq5eWo5Wy8x9d1+pfJHq5SnVqSWnv1vGxm6f8uj8Vcr37vDa/bBwcaT59xPyAsTpP6LT6SjWoj61xgwgeO8xNnUfzvYB47i97QDmhe3zy1Ue1J2oSzdYHfQRm3qMeO12hRBCCPH2Kf5JCwaUL19ed+HChXfdDSHEXxR0sBPFrHyZVm78X/pcvJzHqF286Le1AgidFvh3d0f8y11csoArq3+i16Gz77orQgjxn6NQKC7qdLry76JteXIohPjb/FT9B8aWHP5KeWdc/46aexq/5R69P5ysNK+VLv69NnRty+GJn7/rbgghhPgXkuBQCPG3sTaywkxt9re2maPN+VdsqTCiUVE0av2VSDVqFSMayQqh4tVtW36A/k3G5b/Pzc5+h70RQgjxTyPBoRDijdLqtHx19WuKbS5P8S0V+PLyFLS6vFUqgw52YtTF8fl5d0bso9aeprhtKI7v5rK0PNiRJxlxrA3ZyNc353AnKRj7tV7Yr/VibchGAB6lRdH9+Ed4bCyJx8aS9DjRn6hnj/Pr/PWJ49qQjVTYUQeXDX6sf7iFopvLkZmbqdfXj04Ppeuxvm//pLwBQWWcmdo6AGcrDQrA2UrD1NYBBJVxftddE3/Bo/NnWNuhGfPK+vBD+WL83L4ZcffukJ4Qz+5hA1hcqxxzS3mxolkdbm5al19u36hPiDx/mqtrljG7mDOzizmT9CiCiLOnmF3MmfSE+Py8SY8imF3MmZjrVwGIOHuK0KndMX0Wwc/tApkT4E7YiSMAXFj8Awurl2ZeWR/2fTaYrGf6K+FGX7/C5p4dWVDZnx/KFWV9pyCiLj+fBrJ/zDC29eumV0an1bKkTgUu/fTjmz59Qrx35s/+itVHVr9y/odJESi+dudC9LW32CshCpJ9DoUQb9SmsG308e3BrvobuJF4i49OD6WUjT+ti7TQyxeTHku/00P4vORwmrk0Ji0njYtPrwDQ0q0Zt5Pu8UvUYbbUXQOAhdocnU5H9xMfYaQ0ZHOdVSgUMPriBLof/4j9Dbfm770XnvqITWE7WFJtLmqlGldTZ8ZemsTeyAO0dMubn5eclcKeR/tZUGX233h2/jdBZZwlGPwX0ObksGNgT0q0+YDGM79Hm5PDk5vXUapU5GZlYl8igPJ9BmBkZk74qeMcHP8Z5k5OuFWpQe3PJ5L4MARrT2+qDR0FgMamEMmREa/cvl38Bap+NQ+rIu6oTc24t2c7p76bQe3PJ+FaqSrB+3ZyYdEPGFla5ZfJTkvFr2Uban8+ERQKrq76iW39utFj3wk01jb4t+vEhi6tSXsSg6m9AwBhJ4+RFhdLsZZt3+wJFOI91KRzZ+wt7F45v6u5E4/7n8NWY/NK+d0XVuPjMt0ZXuH9uOEp/rkkOBRCvFG+Fj6MChgKgJeFBysfrON4zOkXBIcxZGuzae7aBFfTvIDHz+r5EElTA1MMlCocNM//mB6JPsHNxNucCzyMm5kLAPOrzKLSzrocizlFLcdqAGRps5lX5RvsjW3zy7Zxb8makA35weGmsO2Yqc1o4FTnLZwFIV4uKzWFzOQklM5+TP98AxH3o1CqlDi5BzNgfBdSbEszrOcSVp2eRUCHIkScPcmZZSsY1n8tSw9PR6k2JOZxEv1aTGXk7H789NFC0h/ephgQ+/gpbtb6F5OTBnxPYo4ZFQIsAIizLkOR6rUAuH8jjO1fTibJwI2Zc69QZO8Tug5thcPZUySGPWTelytJik9lzNz++fVptVrWnYQSufDw+GH8WrTBqUx5bDy9ubV1AxX6fgzAzc1r8azTABObQn/PiRXiHyg3NxeVSoW7nftrlVMpVTia2v95xjcsKzcLQ5Xh396u+OeQ4FAI8UYVt9KfA+eosScu42mBfCWs/KjpUI2ae5pQ27E6NR2q0dy1MbbGL7+QDE6+j6OxfX5gCOBu5oajxoF7ycH5waGTiaNeYAjQxbMD9fe3IOrZY5xMCvNz6AY6uLfGQCm/BsXfy9jKGr+gdpybPAxn12I0at8E52p1iY7LRqHTEXNoE8WT97GgUglys7PIzc7GqmgpwEWvnuzsHLYs3c+A8V1IvHeNk58fYcU3Wxi7ZCQAl45dB6BB22pUCGrC4SU/EwtkGD7/bqQ/y8AoO5GG/T7Fs1FL9qw9ypSPf6BHYACJYQ+p37oa43rOIupeCLdWLeDR2VOkPInBJz0TrVJHStTzfTb923Xi2prlVOj7MRmJCYQc3E+z7xe/9fMpxN9p24aVHIu/jJXGAuskA7Jys7mofEjFqjX5qHQXFvw4k2M5N7FTWlJKUQRPD18aBbZh/uyvsCjtTufanbn16DZHN27GorQ7D27dxCrLiERlOmVr1aKKczmOHtxNXGwMd7Mf0bp5Z6p5VyY7N5tPj3zF1dsXqZbtQ2GFFRiqqFiqKqPDfyQsOZIRR6cw4ugUAHTDHwJwKvIio49P53z0NayNLWnhVZ/pNUdhYWQOQO21HfAr5I2p2oTlNzfhbuHC+a7b39XpFf8AMudQCPFGqZVqvfcKFGjRFsinUqrYUHs562svo7hVMdaErKfyrnrcSLj90rp1Ol3+0NHfU/A83cSg4Aqe/tZ+lLQuwdrQTdxOvMuV+Ot08mz3qoclxBtVdfRXXDWshXvV6sReOsXePm1wNU8j+shWYo/tINqoKK2XraPzlv141WuENqfgwjG5OVp6j+6AT4A7hd3ynjDcufIArTbv+3Zo60kAKtctg1MRB2oGVgRA95sbIgEVi2KgNsDGzhJnD0d6jWqP2khNzKM4AIqW8sTZ3YHtQwYQc+MqtUaPJ7tST3R1BmDmWFhvQRu/Fm1Ijook8uI57uzYgsbamiLVar2dEyjEO1Qkw4q78aEk+GmoWKsO1RRF2X50K0Fb+6JWGtDIoDQejh5Mzt6IR+mAl9YTdu0mxUqXpWZQSwyNjLlw+DBHD+2hUtXaVGnWFDUqwi7dAGDOpWVcuXuJTlQjsEYL/JvUQVPCmQf37zDWoSsu5oX5ospgHvc/x+P+5wC4HnuHhhu70sKrAVe772FzywVceXKLnntH6vVj1a2t6HQ6jn+wnhVNv317J068F+SWuRBv0A8t6+NYrAStp3/3TvtxdfsmVvbqyNexWW+1na2XI5m57y5Riek4WWlQ+GWC1Z+X+5VCoaCCbVkq2JZleIlB1NjTmG3hu/C39sNQqSZXpx9U+lr68Dg9hvDUR/lPDx+mhhOdHoOvhfefttfFswPf31lIfGYCFW3L4W3h+VrHK8Rf9fvvyohGRakY1IjVey4QULEuhZzTuLJ2NYrcLCz8yhEf6oC9nz86nY6EhyHA85suKrUatFrUhgY4u+fN7/t16KYyO420lHTMLU1JfhjMnw3oTIpPIdvQik0zFjF91nm0uVqyMrNJCL7LrwPL6reuxt3Ji6kxeTq2ZapwfuQOhnzZjnMnFujVZWxljXeDJtzctJbY2zco3qo9SpWqYKNCvOcylDk8sE5mVf1PATDOUpF8Oo1TqhgsDM2wsbXjw2atGffdYq6l3scX3xfWY+PtRvuqeXNyc6tnce6XXzAqUghnV3eykyI4qr2JxxNHAMKSI6mPP+XKV6N8+RoA1Clag1DnuxzYtw2VgRJzQzO9oagzzy+kQ9FmfFqhT37a/AaTKbMikCdpcdib5o0i8LB05Zs6Y9/8iRLvJQkOhRB/ydbLkYzefJ307FwAIhPTyYpLw8ko9ZXKX4i7zLGYk9RxrImdsS3XE24S+ewxvpZ5QZ6rqQuP0iK5Fn8DZ1MnzAxMqeVQjRJWfvQ/M5QpZb9Ah47RFydS0roENRyq/mmbrYs054srU1h2fw0zy0/66wcvxGv4/XclJTKCjV+sxrt+Q8Z904WrB0/x+FgIJyJzqVyrGKkPDmOaqyQ+5D5XVi0l+VEEJs4e+fVZOLsSe+o0GvxIT4jH2NIKSzd3jArZ45Zwh8SHIcSnxOOYdvNP+zZ33AqyTItRKPIQvT9qjWO5iiwbNomsxyEY2uZdONZsVpErX5lycc0q7kVmY6fJIGLt7Lwg9Xf823Via58u5OZkE/jdwjd0BoX4Z3mqfkZJ+2L57x0Lu2CJCSWtfSEe7BwKo1apsTa25MmzgtMqfuXt8vympouNM+eANMOc/LRk0tHm5JKdnU0P/7Ycv76J02cOc+bcUQwUKlRKFeh05OTkYGpgVKD+izHXuZ8Yxrq7O/PTft3a6UFSWH5wWM7B/y+fC/HvI8GhEOIvmbnvbv7F7q+0Oh2XwxNfqbyF2pxzcRdZfG8FydkpOJk4MqzEQNq5BwHQzLURux7to83hriRlJzOn4nQ+8GzL8uoLGHNpAkGHOgNQ06EqU8t9+dLhpr9lpjajpWtTtkfsoYVb09c8YiH+mt9/V3JUhlilxmDw00T2L0rD3M6OCl27cjTEgkcGBhTyjMbn8nHWd25FidYdKNa8FfdOnM0vX65nP0LOnqdE8l5+rLKLDw+cwdLFlYAB43g6+XO2dm2JnV8JMr1qobm37Q/7dufyA3qO7INZTBkuL/+Ra0tmo8wuhGm5+hCRt3qwuaUpprU6k3B1O0/nj8HH3Br/tuO4kBhfoD6XSlUxcyyMuZMzVm7ub+YECvGO/fbJf3f7RDIMc1ErTQrkU///kG21Ou+5uwLyt3J6EbXB84VfFMq8v2E6XrAvr05HWQd/Lqh2YuRlzyVtCHseHqGYtTfLm3yNUqFkxro9BYppdVp6B3RgaLleBT5zNnPMf22qLngs4r9LgkMhXsMPLetj71MUA0MjLq5fBUDFLj1Zp4rFx9WH3y9SfXHDao4v/J7Y4LsYaDR4ValBy6++wbKwMzqdjmkVi1OlRx9qDxyWXyb2QTDTK5fgkwNncSlVhvTkJHaOH8WNPdvJSU/HuWQZmk+cgWvpcvllLqxbyd5pE0h7Got39ToUq9forZ+LqMT0AmnG9weT87u0uZVn5r/eWm9N/mtfS2/W1vrppfUbqYxYWn1egXQXUydW1Hj5vmkjA4YwMmDISz+PyXhCK7dATA3kj6H4e/z+u/LM2IL9Ad2xiwhH7eXGhmF1iYl8Svj+ZTRsX4NGX3anf+Ox1GpeGe8OdQi7F8m1s2og7wmEtYcXPgOnsGTaeladnpVfr5WvP1eM6rL08HQsrM04ue8ic8eqKXEvFX+LJ5y/kcLFQh9gpjLOL+NUxJ5ju8/R67P22FRrwcrZW3h4M4yAyvXpsPz596x+z7ZMHhBDrnEuczd9iaOrHX4v2KIiNzODjOQkqgwe/obPohDvxu+f/Gfm5GKDCTtCnj8RjImOJFWRiU71dv+u2NkXxkJlTfemPen0+DKVV7ciVpeMr7UnagM1uVr9G7ZlHfy5GXcPb2v3t9ov8e8iC9II8Zoub/wZnVbLoD3HaPP1PM6uWIzJ5RcvopKblU2jkV8w7MgFeq3eSlr8U1b17Qrkzber2LkH59Ys0ytzfs0ynPxL4VKqDDqdjiUdW5L0OIpeq7cy9NA5PKtUZ0GrhiRH5238HnbxHOsG9aZy114MO3ye4o0C2Td9wls9BwBOVgUXffmj9HctITORbeG7OBJ9gj6+Pd51d8R/yIu+E1qVCuNnaVgcP82glhP5ftwKajStQFCPhphbmjJ4Sg+unbnDp+2m8Mumk3wwsNlrt1utUTnaf9SUn7/fzogPphIeHEWzLnX18gwY34WMZ5l81mk6s0YtpW5QFeycCs5ULFHeh0IOVpQo74Oja8G92nRaLWlPYjg99xsMjIzxafT6/RXin+hFo2QsFIYUTdSw8eQtHgTf5sqFM1w1evRW+/HthcWkOKkIvnODvYe2sfHyNrzUTuTEpHD6+EHcLVw4HnmeyJRo4p7lPdX/rOJHnIu+yke/jOFyzA3uJzxk54OD9Ns/+q32Vbzf5MmhEK/J3MGRoKmzUCgU2PsUI+5BMLu+nwEtWhTIW7Fzj/zXhdw9aTNzLjOqliQx6hFWTi5U6NidfdMnEHbhLEXKV0Kbm8uF9aupOyRvJbH7J44QdeMqE+5EodbkXWA2Hj2BW/t2cXHDauoMGs6JhXPxrlmX+sPyftnbefkScfkC51a//KncmzCiUVG9u6kAGrWKEY2K/kGpd6f+vhYkZCUxpuRwvf0UhXjbRjQqytB1V/QGi+UYGfGgTDmcrTRsH1W3QJmKdUpRsU4pvbRfVxsFqNOyCnVaVtH73L+CLxuv6D9tb92rEa176Y8k6NA/MP+1e1EXpq3SX7mwVrNKBfqTlZlNWvIzvbK/lRwVyU/1K2PmWJiGU75FZSj7pIl/hxeNkrmU+wQlGiLPbSfJWI2ff2lm39+PNy9fmfR/ZW5oyuxbq0CXQf1rMbhhywiDFty6fIGixUsy0Wso/X4Zg9fimmTmZqEb/pCSdn4c+2A9Y098Ta11H5CrzcXTyo1W3m9/dJF4fyl+nZj6T1C+fHndhQsX3nU3hCigy+TeeBZ2J3PRCiKzUrlTzpt2dVox4oMhPDhxhB/bNMZs0hjs95zAsVgJVM0bsnzfGuJu3cQrOBqbtGwMc7QogKxnadxrVImWHfvQK7Aby7q3xbSQHRVGjqJLt3pUuxnNlzcjMLGy5vD337B74hjUGv2hKjmZGVTs/CFtv/mBb+tUoHijQBqPGp//+dlVP7FhaL+/fbXSEY2KElTG+a22KcT7aOzW66w+E64XIGrUKqa2DvhHf2e0Wi1JT1PYueoQx3efZ97uiajVcl9Z/HdUm3aIyN8EiB1tgonN1nAgxQUFEDrtxTdMhPhfKBSKizqdrvy7aFt+wwvxinac2kNDHdQsVY1OvfowdvEk7KxsqWFW8MIuOyebAU27c2RdNxzLV+CSJeQYGTLhg2HMa16H2gFV2XhkK70Cu1Gxc0/WfNSNh6W98E/IoWSzVphYWQN5Q7XM7BwYuONQgTaMzC3yXrzDGzxBZZz/0Re2QvxTTA4KoHwRm/fuZkrc4wQGBH5BIQcrBkzoKoGh+M950ZP/X/1Tp1EI8b+Q3/JC/ImtlyO5HJ5IVo6G+CxzDK9co0+lBjx8HMZPu1fh5lmbXFMNCuPnizy0rR3Eo6uX2JsQT8epc2iihiYjWhMRGgxArdLVWLz6EFeCr1GyXiOMzM05u3IJHhExVPi6R349LiXLkBobg0KppJD7i/fkcyjqR/jFc3pp4RfPvjCvEOLdeR9vptg7FyowVFWI/5KgMs5cCIt/4ZP/f+o0CiH+F7IgjRB/4NdVyjJzctEaupKVoyUlJppv+/bDy8gK5e1gDs/7hrQyxfXK3Qy9zVfbf0SrVPJR+5p0GdoW+9gUjn47FQBLM0tql6nBxqPbUKpU2Neti9u1ECwLO+NT8/n8I59a9XCvWJWfurXh9oG9PA0L5eH5M+ybPoGQ0ycAqN7nY4KPHuTg7OnEPgjmzMolXN/9x8vXCyGEEOLVTA4KYFaH0jhbaVgb78Ntlc8/fki4EH+VBIdC/IEXrVIW5lWDyw+fcmRAP0rdiqJs+y48K+OX/3lObg49pw/A2NqaauMmEJBlSI0Tdyn6IJaSAwfl52tXuxW7z+wnPTOd61ZKlFodFTv30NuvT6FQ0Gvtdryr12HjsP7MqOLPyt6diL1/DwvHwgAUKV+JdrMXcnrZQr6pXY7rO7fScMS4t3xmhBB/t1mDVjOo7ox33Q0h/pOCyjhzclRdQqcFcnJUXQkMxb+WDCsV4iW2Xo7Um4SuzMpbplqnUHGyXE9GDmzC6gPrmTN1Nlsm9wZgwLYD3Ai9RcLYzgxrPwhXe2fafPwZ+84fZNDs4fStWDl/kRgPbS5mGlN+PriRSxdPUk2posIH3Qr0w9jMnKAp3xI05duX9rVip+5U7NRdL6167wH/8zkQQvxvBtWdgUcJJ4p31XI3/AIZWWl0rDcCN4diBfLO3zaSsr51qeTX+KX1PXpyj+shJwjwrP7afVk8aiYRd0KYsHX+a5d9k4bV7EjlZnVpP7LPO+2HEEKIgiQ4FOIFfh1Oqic3GXKegtaOQop7LN61mQFBBS9unAo5Yqg2ZNX+tXRu2IEHkaF8t+GHAvlUShWtqwYyf+nXlAmNJyCwJdYubm/rkIQQ70hS2lOuh9ykY72RWJnZoTE0fWG+7o3GoTaQLSCEEEK8OzKsVIgXeNFwUq1J3p5jqvSbZMdsom2tIHo06VygrI2FDdP7TeTAxSM0HdmG7zf/yOgun76wneIpWmoevY2t2oQWk2a++QMR4l9Mp9OxeuYeOviMop7pR3Qv9QX7Vp0GYO/KUzQw70/Yncf5+ReM3kibIsNJSUgDoJ3nSJZO2MbErotoaDGAlk5D+fmbvXptpCY9Y0a/5TR3/ISGlgP4uM507lx4qJfn5pkHDKk/kwbm/Wls/TFDGswkLiqBrz5cwpWjdzm0/BrbO+fS0XEqKTHZqFQGhN6KYkSz2TS0HEBzx08Y3+lH0hO1qA2MAMjN1TJvxDqaFBpEk0KDmDP0Z3JztW/xbAohhBDy5FCIF3rRprcolBxtOZ/ZHUoXmGuwauxivfeBVRoRWEV/k9l7qy8XqNKhbl12Ny7JwVk7sLIt/L93XIj/kEXjtnBk0wWGze2Ma1FHbp5+wIx+yzG3NqFx16qc3XuDCZ1/5MfTY7lx6j5rv93Pt3uHYW79/Mnduln76TyyCT3GNefy4TvMHrIGJw87arUuh06nY2Tz7zC10DB9+2AsbEzZu+IUQ+rPZPXtr7AtbMX9qxEMrjeTRl2q8PHXHVAbGXD12D1yc7QMmd2R65euo7RJoWi7vPY2X5qO4VlrNvQPo2xLF2pOVGFiaM69lY/pVuUTPt/WlqolA1n0+TrWzd5H+Q+NMS+m5drhk4QczMDcPW+9xIi7IaycMJd483As/U0xtFJjZmpNcY9K1CgZhAIly6d8yxOP2zxcFE2lGvXR/n9weeX+UY5d3czT1Zm4eHtiamnGgZVbUSiV1GrXhC5fDkKpzLt3nJ2VzbppP3J80150D6qisTbgw+U1KV23MgA52Tms+PI7zuw4REpCEpa21lRv05gu4wYCkBQbz4JPp3D1yDksba1pN7xXgZ/jjvlrOLJ2FzFhjzCxMKdMvSp0Gz8YU0tzMtLS6RvQlP7fjaVK83r5Za4eOcvUTkNZcGUHVvaF3vx/LiGE+I+S4FCIF3Cy0ujNN/yVs5XmjUxCz8rO4vHTaGZtmEeD8nVwksBQiNeSnpbJull5wV6pGr4AOHnYcft8KFt+OEzVwFJ8+kMXPiwznlmDVnN273U6DG1A2Tr6c/2KV/Sk25hmALj5OnL7wkPWzd5PrdbluHT4DvevRLAjZjZGmrzhnr0ntuLkzqvsW3WaziOasGbmHrxLuTLyx+dzft39nPJfF7J2wKRwIeyckujWaBxKhZIxfSZh5pJLw0G+lPLqjQ4d2maGtHH/jJtHQ6haErYtOo5nI7DySadfj4lkds6kT6npoIC0pFRmdfyIup1aUKZmGexMXDmwaBuPc5+iaHEOldKAhGOpHFm2h2pTqlB0bHniDz3jxKa9eJQsxvUHJyjhXoVj2qMc37SXpn06MHnXYh7euMd3H32BZ6liVG+dd3Prh8GTiAl7xJAFk9j/RTTpGQlM6/op0/b9hLu/L3sWrePc7iN8snAydq6FiY96QtSDsPzjnzd4IrGPovliw1yMTIxZNm42T8KfP80FUCoV9Jg8FIciTsQ+imbp6G9YMvprBv8wAWNTDdVaNeTwmh16weHhn3dQtkF1CQyFEOINk+BQ/GsErepLMTsvpjX67H+ua0SjoozefF1vaKmBUvHG9jTaeWovYxZNoFgRX6b2Hf9G6hTiv+ThrSiyMrIZ3nSW3gq/Odm5OLrnBQxmliaMWdqTwfVm4lPalT6TWhWop0QVL733/pW9OLblIgB3L4WR8SyL5g6f6OXJysgm6kEsAPeuhFMzqOxL+6lUqlAqdSgUSsw0lgDE3s8g7o6OabWPAkf1j+taJKlJz0hNzMS/lIoHK0Ix7GaKlbkDKl0qYMaNExcoUsKHLl98nF+umG85PvRtQI3OQ7gddo6LC6/R8uOulKgSwN6zyxkw8WuuHj6DwlxH1NMQGlfqzjGO4uLrwQej+gHg5OXGBvdN5wAAIABJREFUgZXbuH78AtVbNyI69BEnt+xn3sWt2Lk4ctTkMDau7qg8qvLLiq30mTGS2EfRFPZyw69yaRQKBXYujhStWBKAqAfhXD54mkk7FlKsUt6w/I/nfsHACq31jjmwX8f81/ZuTnT58mNmdBvBx99/iVKppH7XIMY06cXTx08oVNie1MRkzu05xqeLp7z0vAshhPhrJDgU4gV+fTo4c99dohLTcfAdxIhGRd/Y0tWta7Wgda0Wb6QuIf6LtNq84ZXTtg3Gwc1G7zMDtSr/9dUTwahUSuJjkklLzsCykNkrt6HTarF2sGDe0YI3nEwtNP+f6fX7rtOCd1UbJi4erpe+ePOXKGMS898bqTRYPWnDsg+PoLEwRhlfBGyfEnEhjbunrtLbagxWxS0xbxSFgUMqZab7cS3mCDpAd786R8cacmb6feynarkVfB7vsiVIto1CnWTHxu7BpD8sTGaYG8Pt1lOqhQsd5lbExtGWpLgEsp7lsLrvWQrF9+ULrx1kmd1AlemATpVBiulJ/KuX59zqEB7t8iDmtg0fmyzFykNLo3E+VO9QE4VCwZzapzDJLIt32RLPjz3DFLunA0mJzMhPu378Alu+W05kcCjPktPQanPJycom8clTbBzt8Crth5ufF0fX7ab1Jz04sWkfZpbmlK5X5fVPvhBCiD8kC9KIf4VBO77kVPhFll5cj/2UcthPKUd4YhR3Y0PotG4wHl/XoPjs+vTbOoaY1Lj8cpejbtLu5wEUm1UXz69r0mxFT84/ugY839MozeILejd4yub731BkRlUqL2jFiYfniUqOof3PA3GfWY06iztyLfr2uzp8If4ztl6OpNq0QzRfdw2dgZI9x+/j4u2g98+xiC0At86FsHzyDiZvHIi9iw0z+i4vUN+tMw/03t88+4Ai/z8s1LdMERJiklEqlQXasLa3+P88blw6rP/d/7WPHqN2cTkyiafJmXqf23kb8TQ0nbMJmXTYeJPWi9bz3Y8NMXFSER/zmIToaNQaLQmhOkwtzAg58oyEuGiyjBMASA+3wVndifqfVcL+42AcjL2Jn1Oexl4DqOQTiI5cdIpsWv9QhL7r65B1yZmD+/egQ4dBES0mUb7cP/GEnBQTfNol0GtNda5ui+Dw3DugUJCtSuTzL8vx+P4Tks320ndzFcpUaYKpgQflG9Vg1ol19P9uLDlZWlpPq8SYS4E0nuxEdrqSNX0vMqndIHQ6HT4NTDHO9NM79tPLHqAzTsDcOS+qjo14zNTOw3DxdWfY4qlMP7CcAbPHApCTlZ1frl7nFhz+eQcAh37eQe0PAlGpVAjxMguW3aTdh/vedTeEeO9IcCj+Fb5qMJzyziXpWLIF1wfv4/rgfahVBrRc1Ztidt7s67GCDZ3mk5b1jG4bhqHV5S3MkJqVRjv/QLZ3XcK+HsvxdyhKp/WDefosQa/+WSeXEFS8IYd7r6W0ox/9tn3OJ7sm8mG5dhzsuQZHczsG7Rj/Do5ciP+OX7eYiUxMR2uoJrm8D3tm7mbS+B08uh9D8JVwti44wvaFR3mWmsGkroto2a821VuUZtzKPpz/5SY7lxzXq/Pm2RBWTttFRHAM2xcdZd/K07Qf0gCA8vWLE1DNm9Gt5nJmz3WiQmO5cfo+S8Zv5erxewB0HN6Y4MvhzOi3nPtXI1i65Srjv9hGdPhTdECaiTEPrjwl9lEWiXEpaLVabCvGk5qUzvRui4m9FQmJmSSFmXNhSTZZGVq2fb8Kj9JG3NqaQYrhU54ZRHM15DQ5/z/KXWmoI+NZGu7NDTE3sabPsIFkP7SEWAce3orMy+N+kfiE+/jUdKBxyxZk20YTnRkBajCO9sTYQo2Z/wOMC+Xg18CJMm2KcPdQNADanLxhujUGupOlDkNtmUHvtfVQGSjRmJlS2NOVQoXtqfqhN/5NnHHxt6f5p00YtqctqgwHbh29TXToI6r3KYYq15ITK8/n1Zur5fTy+6Qqn28T9ODKbXKysuk+6ROKVgjAycuN+OjnN/B+VaNdE+KjY9mzZAOh1+5Sp2OzN/cfS/zrZOfIyr5C/FUyrFT8K1gYm2OoUqNRG+NglvfUYNrR+ZSw9+WLuoPz833ffCK+s+pw5fEtyjr5U8O9ol49UxuOZOedgxwKOU07/6b56e0DAmldIm9j6iFVe7L51j7qeHajiW9tAD6u3I1Wq/vx9FkChUys3/LRCvHf9PstZpKrF0drasy+BYc4PH0nJhbG+JRyo9OIxsz55GcMDA3oPz1vmVBXHwcGz+rInKE/U6qmL64+DgB0GNqQB9cesXLKLoxNjeg1oSV12pYHQKFQMHPnEBaN28KMfstJeJKMjYMF/lW9ady1KgA+pd2YtX84C8duol/Vr8gE1PZW6IrYA5BSwQfLX2I4ODyFXwZ/wvoH09FYQ/HBSk5t0GG38SSK3BxCzYtgUwZyzc05vnEvH4zuxx67i9zYfwttFpinJ+Ne04H4iHRMbYxJUEZybPk+KJPK2St7MXZLZ+/hJagrPAWg6Udt2DJnGY6ezrh4e5N5zBKLWonkPlKizDWksJ8lsb+5PWzppOHhuTgsfSE3PW/xnYSnW6jSojbzBk+i24TB2PqYkBKfxPZ5q3Ao4kxhp5L81GsPqdFKcp49H2GrMbanUGF7nLyM0TjtZdMXhykcYEbE+XRSYtPROjwEKgBQ2NMVnVbL7h/XUjGwDsEXr7Nr4doCP3tTCzOqNK/Hii+/w69KGQp7yp6w/xZ9PjmCu5s5hmolO/fnLWYUFOjBkL4lUSoV7PoljJ83BfMwPAUjIxXlStkxfGBp7O3yhnZfuPKEvkOPMmdqdX5cfpO79xMZNqA0C5ffAqBsnQ0AjP+sApeuxhKfmMmcqdXz29dqdTTruItObXzp0t73bz56If55JDgU/1rXom9zOuIS7jOrF/jsYcIjyjr5E5sWz7Sj8zkZfoHYtKfkarVk5GQSmRStl7+4vU/+azvTvMUu/Oy9C6TFpUlwKMTbUmCLGYWC1LJepJX1InRaoN5HFRqU4Pea9apBs1419NI0ZkaMX9PvpW2amGsYMrsTQ2Z3emmektV9+P7IKAA8Ru3Sm4aYY2OO5UAvAmxDmNxjLmvXjiMjPYVChdKp2+wcAOcUbSit24SmRBW0kYmYfZDGL2GrueMfSO0KEZi4JJKdZkRO0l38PX1I366kTudAQpJWkhkdxeG0dViPNESXoCDlcTimbs7cz9qKfat4Fn85GVDiWM8WYwMLkjPvEGw5GetnQfD/0/7u3DnJuWeTSK8TS7rCEgyfB169pw1l5+L1rN8wDmVpHXHGGUQEa6haqDObA+Ow8jRAW3YLSq97xG/xweRZC7qOHYyRiTFr1ozGuXcMIVNrMaH1YKzSGuJawQMj5fMVRouU8OHDr4axde5Kfp72I0UrBNBt/GBm9fm8wHmu27kFR9fvpl6nP5+vffPWXSZM+ZrF87/Fwtz8T/OLd2vPgXCaN3Zn2by6BD9IYvI3F7Cz0dClvS/Z2Vo+6lECdzdzEpOymLPwGqMnn2HJd3X06piz8BpD+5fC1dkMAwMlj6PTOH76MQtn1wbAzFRNEVdzeg8+TOzTdOwK5QWXZy7EEBefQWDDIn/3YQvxjyTBofjX0up01Peuzvi6Qwt8Zm+at4DFoB1fEpv2lEn1h+Fq6YShypC2az4iKzdbL79a+fyr8uvCiHpp+W3KUBYh3paXbTHjZKV5B715sRf18WqcL3E5eat1tmw5kiVLBnIu1pKzys4AWBIDOoi8GYGvhRtZ1qVJSbmHX8YO7q3qRbq9mqYjUwl/tIBh7X9g8pQdmLe2pMPHfVmwoDcj+61mUtGDlPj4KdefnufZLSV9PpuAjb0d5pPs+HZGJ56lGGOqtqLXoNX8PHYnOToDJmydT2JiNNOnN8dBVZOk4yUImu/M9m1fk5kCKVHmGKgNCOzfAfuzZuwdlEqxGkXw753Nli1TeaZpzYhVQ7B0CWLSpPrU/KIl+wfocPXzJD09hRs3DtHxgymsXZpEq8Hz2Pb5FVpNqEWxeh/onZ+mfTrQtE8HvbSqLesXOLcJMXGYWJhRuXldvfSBn4yiUYM6tAh8vrdsUV8vFn7/NeZmr74AkXh3bAsZM3JQ3oq3Hm4WhD9KYdWGe3Rp70tQU4/8fC5OMHpoWdp030dM7DMc7EzyP+vXvQRVKjjmv9doDFCpFNjaGOenlSpRCHc3c3buC+PDTnnb2mzbE0qtqk5YWxn9DUcqxD+fzDkU763fLvpQbdohEtJyydU+H3JW0rEYd2NDcLV0xNPGVe+fmVHeJthnH12hd/kPaOBdg2J2XpgZmugtWCOE+OcY0agoGrX+IiQateqNbTHzJvxZHzUac1QqNaXc7FEaWpGpMEf3/3+KHc08KaaBaibxNLQ2xIJYLEyfUsUwhIPXI/Lr0+bmcufULlLiY/LTdFotcRF30KFFe6YmW/vdIjVURejZp6RkJmLup8EhV8PZNd+ScjWL1Ps5xIbf5fTp9VhZOeKY3piMSB3hh3bgZJa372roURfuHYkj7ZERoUs8yHlsTdztcGLPHMXWyBG1322O/nCXpIhs7NUlOXH0+XDQy5f3YGRkSkZYCG6VE9g+9gpWzhqK1n1+8f6qMp9lEHE3hC2zl1GvS0uMTIz/tIyBgQFWVpZ625yIf64Av0J6P6uA4oV4EpdOalo2t+8lMPTzkzT9YBfVm26hS78DAETHPNOrw6/oq43aaRXoyfa9oQAkJWdx9GSUXgAqxH+dPDkU76VfF6b4df5RZGI6uVkGpGVfITwxClNDDT3LtWfVlS302TKaQVW6U8jEmrDESLbf/oUJ9YZiZmSKl40bG2/spqyTP8+y05l46DvUKvU7PjohxIv8fosZJyvN/7TFzIaQGW+ye8Cr99HTzpSpFQKYue8u2f+//lWpOt0IPbmZmFwzDqY6UIubaA3zxn4mpWe/9C92Rloy2RlpqI1MUCpV9FzUgo2fnGNW7cMU6hOMVQVvMpPiCH0ciX/Jelj7OpARqUFloCYmJgTnwkWJOnIRldqF2t3GcuPqfu48voqVawrLu19GbarErdstNF1PkWCcyuknWnJzszHzzuTyphCOzb+LfaVyRLs9RVn5JnvOZHP21klUBr4cybhE4z7dOBmyl7iicQz45Awd2wVRs3reNhTx8QmsWLOBq9duAuDr40WPrh0o7OiQf3zzp8zh1LVrKJxNeJYQiXr9Ftq1bo6BgQHjJ88kNu4pq37eyKqfNwKwftWiAsNKjxw7yZLlPzNy6ECWrVrLk9g4vD096N+nO/b2dvltbdm+m917D5CRmUWlCmVwsLfjyLFTzJs97X//zyFem04HA0ceo1I5ByaNroiNtRGjT47m2JUHZOfU0sur0bzaJW1gwyLMWXiNy9fjuBucgJWlEZXL69+0mHvhRxZdWcG13iff2LEI8b6Q4FC8l36/MAWAIqMqT5K3UmNhW9JzMrkwYAc7uy1l8uHv+WDdIDJzsnC2cKS2R2UMDfIWXJgd+CXD90ymwU9dcDCzZUSNfjx9lviiJl9JRlY2ny1dzoHLV9AYGtGtfh0u3Q/B2syUqR92Y/uZc6w8eJiQ6BiMDdVU8PFhdIe2OFhbAXDu7j26f/MdPw4awHfbdvDgcTT+Rdz4us+HhD+JY8q6DUTExlLB15epH3bF+jdDpjafPM3S/QeIiI2jsI0NH9SqQbd6tVEqZYCA+PcIKuP8xvYbfVtetY+/5nvwwJwFCxYTWM6bpWcNyMpRkarLezoW0ySX5tahXEpzQZeZN5tx+Inq/LJoL9rc4gCEXz9FmwWJGHpU5PHWg/jVKs5np4uw5/tPqdn5M6wLe7Dhm74Y+xbh8ZMQwgqvpvXAsdg4eQKQmvCEkm1NqNezMwqFAlvXvKecRZuF0HznAM5e2s7hw4do23Mkjo4+GBmZsGfPXB6H3aTB/AzKNOoKQM8+R0j3iMXc0Rf76GsU9WrL4TPBJB04jjrNhDFDR3Dl/hUWLF6Bfwk/TE00TJjyNb4+XowfOwIDAxU7du1n0tRvmTVjIkZGRly5doPL0RH0/7Q/fsV8iHsaz6Klq8jOyaFbp3YM/2QAI8ZMoE6tajSsV/sPz3dOTg5bd+yhf58eqNVq5v24lEU/reLzz/KmHpw8fY6NW3bQs1sn/Ir5cPb8Jbbu2IuZqckf1ite39bLkfk3UAqFZ2EdlYJOp8t/enj9djx2tsZERKaSmJTFx70DcC6cN+In83DuH1WdT22gJFdbcCNSSwtD6tZwZtvuUO7eT6R5Y3dUKnnCLMSvJDgU76UCC1MASq0tiuTeBRamWNrm5U8H/B182dtjhV5a+wD98k/GXNR7X8jEukCaj60HT8ZcZPyqnzl/L5g5/ftib2XJ/J17uRh8n/pl8uYbZefk8HGLQDwdHUlITeWbTVv5dPFSVo0Yplff9zt2MbpDW8w1GoYv/olhC5dipDZgQpeOqJRKPvlxCfN27GZsx/YArD9+krnbdjK2YztKFHEjOPIxX6xcjVqlpHPd2i89fiHE2/fbC2EnKw1N1bnYa188P9nV2oRHMQUvVJuU8uHWyQwyMlLz02Ji84bGJcdGkhQVwpP7p8nJzmTnd0Py86QlxmFd2IOAys25d3YPxZx9wC2L06fWUbFiKxwcPDn34BLlvWvnX5iHh1/Tazs09DLF/Wpilq3i3i8beJaSwIPHZzBQqEhPjs/PZ2FhR05CNJamEfh4++FrnMMZQzVxwWlU8a9HsTLueAe4sG3nXu4FP+BZejo6HQzo+2F+2317daX3gGFcvHyNqpUrsGXbbpoHNqJOrWoAODrY0/mDNsydv4SuHdtiZmaKUqnE2NgYKyvLP/w55Obm0qt7J5yc8p4SNW/akB8WLkOr1aJUKtm97yC1alSlXp28RYtatWjKzVt3eRwd80fVitf0+5E/mTla4pIz6P/lSUb1LsX90CRWrL1L765+FHYwwVCtZN2W+7QP8iI0LIW7wa92A9fJ0ZTomGfcvpeAo4MJphoDDA3zhny3aubJx58dJydHy4zxVd7KcWblZmGoMnwrdQvxNklwKN5LTlYanmQ/RaHUkZViqpf+rqRlZLD55GmmftiNasXzNn4e17Y9/b77gcQlzxj5+XLqDg7gxqlwHto+ofvSurTVVGPtpOMMmbwYQxMDbMuYY2htwOCWzSjv4829I5G4TLblWoNQ6kWVYskXB3ArZ0dg93Kc2H+byTM3EPcgiacOKQye04xG5coC4GJrS4vVlTjc6QZnUoKxcTOjZr/i1BmctzQ4wPGFtzgw6yrx4akYm6txLWPLwB1NURnIk0Yh3pQXDYG/ipqUu6txNXClRP0W6H6zkJWtmSFVzCw5/8AYEsFKk7dIRlD16tw/r2H37jmUL9WYuIynPL6yGwCdToeDZwA21maE7Pue2t2er/SpNDRk8+YplCrVgLKt+hEefImom/fQYEjY9ZNUrtyOI4d/4vL9o7g9qUt0dDCnT2/QOwY7uyJcPL8dbeRjSlRpQczDc+TE6DAxNkObm5Ofz8LSnpSUEM6d30pgo0HcWBRKVqoaixwz2iwsB+TNBTQzNSEpKZmIyCiexMbRrfcgvfaysrKIeRILQMjDMO6HhLJt5978z3U6HVlZWSQmJmH9/6MuXoVabZAfGAJYW1uRm5vLs2fpmJmZEhUVnR8Y/srby0OCwzfsRSN/MgsZcPFhPN0GHEShgKCmHnRu64tKpWDCqIrMW3Kd9Vvv4+NlSfFqNpy6nhcg6nQ61oWtIKLuGvyWfY6nlTtDKnxEh+KtqVfTmUPHH9Fy3qckFroG5kk4mtsT5BvI6CpDcbDT4OhggquzGd+dX8APFxeTlp1GM+/GuFsW3Cpl9Y31zL3wIw+TInAxd6JnqS58VLYnSkXe30zrb4swo+5EjoWf5NDDY/Qs1YVJtca+/RMqxBsmwaF4L41oVJTRu0+T+5tF49/1whQRsXFk5+ZS0sM9P23P2EtYx5hhOsCIT3o0Z+2Y4wQfekySVxpzBu3E9rY5qWUy6ftZQ4qY2LF8yGGKX3XDd57+kDT3yw50WlsTMxsNS7seIO27DDRJRnReV5OUzHS+bbGdNZ8dY9quvDk3drcscT5nS0i1aDbMH0nUjXhWf3QUlVpF7YH+hF14wtpBx+n+Ux28qhUmPTGTu4cj/8az9d8Tcv4ii3r1Z+zR/Zi+xgWteL+96EL4lq46nroTbD41lw0nvsW7ct6wxrITf6F/oWTcXS3Y2L8KU6fC/7F3ngFRXF8ffrazsEvvIB0RFGyIFexijb1HjYklRhMTjUaNJmrsJqbYo1Fj/GvsvffewN4QAUEp0nvf3ffDGnAFbDFG8+7zRebOnXtn7o4zc+4953cmdqrJnX13EGo09O49k92753HhwhaUIkMaN/+QHXt/xNjKntT7dzC2q4VAIEBhZl3SV3FxEXl5mfz55ySyspIxMjLF268ZzkaViL5+miDfhjQL6M2Zy9v58cfuODj40LbtSNatm1DSRvPmQ7h34yTXk69x92Ak/v4dqVWrHWFXj+lcl1AowtTECoEmBkWxBN/3lERcFVC3jhdmlUon8RAI0Gg0aDQaXJwr8fnwIWXGTaHQ1lerNXTr3IH6Af5l6hgbv1yKCqFQVyhI8Fhn+kmVaQF698J/mvI8fxBAsr2IqNVl05QEN6tEcLNKJduf7NtLYD07/GtY892pORxL3cu69+fhae7GhbhLfH5wHKYGJgS7NWfulAZYn7tIYKVh2CtsuZMSzqjDXyNCQmaWJx9/UJWtYbuYfvp7ZjebQmCl+my7u5tfLi7B1KD0Of37tXXMPPsDs5tOoYaNL7eS7/L5wXGIhWKG1PygpN6csz8zqdEYvguaiF4LSc+7it441PNO0qmmAxtvmnE9Lp0i+NvCFK8DzWND9a8XQn52EWdW3qGgSxHmPgpMPYzY4nQWX4ELtT09mDahL2nZ2bw/90fkdlJcvGyo/40XCR3SyU3IhydcpKJqPaJKE0cAgoZUZf3IU8T1TMG1rg3JmZk88kijWoYzP036CIBF/nsJml2Vat2csLQ2xtLVmKTITI4vuUmT4dVIfZCN1EiCXwcXDJRScFbiWN3yjY7X/zecavgx4cgeDJ/j+vYkhxb9yo2DR/h8a9mk4HreDYoe3aJX2kq2WH9FoVBr8GQLLDE+n0Tn72cTZlVbu7IomgFAfKEMScw9TtxJZ9qU04ilMqJP7yPszC58AjszsOdsbh7fTGZSLNV8mhLY7APystM5FnYFEh4xesQ6ctKTyMlIJi4slKpNutGrx1RuHN+MQ+VaGJpYkJ+bxZX9f2Bmp1VoDGw1iMIHMbhUD8SlRmOykmJp4dGW/CytUo6hoTEt6/UjNiwE//aDkMoVRF4+iswimeTsQhrOOkJceh5+qenYG6rwMLUm9uY5/Fr0gav7KxwbVxcnTp+9gFKpwKiCuD43Fydi4xKwtbUudz+AWCxCXYGb7stgb2/LvcioEhdWgIjIqL/drh5dXldKmpyiXBaFLmdz1zU0cAwAwNnEiUsJV1l+ZTXBbs0BGFOv1M3aUenIkKpD+On8UjxlX9OySSXabfqc3j5dGeinTS3zZd1POfXgLJHp0SXHzT3/C5MDJ9CxcruSfu5nDGPF1T90jMPOXu3p79v7pa5Dj563Db1xqOedxcncEKVcxJKxTdBoNPx24Tatfg0lMScPJ1MFgwJ8eK9qqTz1D8evcCj8AfFZuVgYGtDay4nPGvkhE5fOJv967iarQ8PIKyqmhacjTqZKttyI5PDQjgCM33OWtLwClnRtUnLMiE2nORYZS06KDAMErDh6mWpV3Fh68gYPJhkhUEvwyRMQEZ9ASkEWlfwssDRW4mZny4a1p6l2yJkNe0+zNuskKpX2Ayf9YS5UKb3WHPP8kr+VNtoXaJ5FIQCWxsbILCTkRRbibG1NVlIemXF57P/qCgfHXyk5TlWs0Uq/Ad4tHLFwVjDRYy0+rRzxblmJmp1dtYbi32SofyfafNidTp/0/dtt/ZcQSyQoLfUG+NtIxMlDbB3zEaNORSAUi0mNjmBJh7rU7P4BbSZ9D8CxX6YTd+MSfX7dTFJEGEfmfcuD0LOIZXJc6gbSYuw0/rdsEraO7nTs9xVXt63l3KoFtE2OJd/DEp/oI1xxaQcCXbftv1YWq0fspnrkHs43GI6dvZDi04vYd0ZFy8HT8G8/iKuH1nF09TRMrBzxbtSJ81sXlrQhV5gS2OdLbp3YxrlN81GpipArzbF28UYk0r7mi/JzubT3dwpyM5EYGGHr7kvVxl0BMDQ2p857Q7lxbBP3r57E1MYJn8BOXNqzsqSPyvXbkJuZzNnN8xGJpThVq0eRVVWiou8Tm56HRJMLxZkU5CZjWy0QQU4iDl61gYqNw8AGddm5+wBzflxIz67vYWlhTnJqGiGhV2jZvDF2tjZ07dye2T8swMrSgvp1/RGJhDx4GMe9iCje790NACtLS+6EhZPasB5iifiVk963DW7Ool9X4e7mgreXJxdCLhMeEVWh4arn1RgT7KXjag0gFgpe2vMnLCWcfFUB3bf010mDUaQuxsnYsWR7+93dLL60gqj0aLIKs8kvKAKBhslj6yCRCLmbeo/+vrq5N+vY1SoxDpNzU4jNimPUofF8ebjUZbtYrSqZFP6LmjZ+L3UNevS8jeiNQz3/CX4+dY39YTFMaumPq5kxV+KS+ebAeYwNpDRx164myiUipreuh41Szr2UDKYcuIhULGRkI61YzO7b91l45joTW/jj72jNwbsPWHb+FsYGFRtM2y7HcvjOI9QiNRqBmGKZI+suhCB/kMIHlZy59G0CN3smE27gwtn4DKRiMYnpGZjmKzh0/iqHPr6KykZN0Hc+BNSuzMVL4ezpfwnVU25oGmHpC6jkHfiEh1QTv2rcOB3DqoNH8Ld1B8BrlD1qJzU9G+uy9gfkAAAgAElEQVTG0AAYKKWMv9iN8BPx3Dn0kP2zL7N94nnGneuKqb1Rmfovw5x9KzEwfHuSkr8ufv3wY6xcnRFLpFzaqY31qtOlI62/GIFQKCQvM5Ods+dx+9hJigsLca7hR4evRmHjof09nnYrDd2+ix0z5tLv57nsmj2P1Ng4KvlWpeuUiZg7OhC6fReHlywHYLyfdla823ffULtje85v3MLJ1f8jI/4RMiND7L29GLDgR0Ri/SO9PFTFRYjEFaeoqVS7HsWFBcTfvIJDdX+iL55GbmZB9MVTJXViQk7j3qgF2UkJrBnYgeqd+9J89FTUxUUc+2U6Gz97H3xdALi8aTUnFs2i1bhZnHmUQfjhn6h6/xBFAgNuurTUyYMYl5ZL3Tt/4h5/np31xpNm5EhYBgigRFzL0MSSpgN0Y5c6frlEZ1thZkNAx6EVXqN/+4+eOUa27r7YuvvqjotP3ZK/pQZGBHT8WGf/kFlHiE23B6ClegGZ2JOCE4mpRVSt7o9Y+uyk4jKZjCmTxrL2z83Mm7+U3Nw8zMxMqOpdpcQgq+FXjXFffsrmrbvYuecAIqEQOzsbmgQ2KGmnR7f3WLZiDZ+OnkBRUTEb1ix7Zr8V0bB+AI8Sk1i7fgsFj1NZtGzWmJBLV55/sJ4X5ul0L8YNzF7J8+cvd+B1nX7DUal7rPjxpMjFuEt8tPtTvqo/kuYuTTCRGbM34iCTTkynfp0Xy7n5Vz/zWswgwK72M+saSv577z49///Qf0noeefJLSxmVcgdlndvir+j1vXI0VTBtYQU1l6+W2IcftKg9MPHwUTBkHq5rLx4u8Q4/CM0jM7V3Oju5wHAkHpVOR/ziPtpWRX2PXd/GEUqDaLH33pFht6ITDPIjb3Lr7cuEpjpiV+mMblKATtux/Bd777s+j2Ew5qrnPzjJqa5CqL8E7D1N8PWy4y8Q4WvNAa1PNyJlCWy49wFfozfjr+RJ6Fn7tG1XQOsPcp3YxSJhVRp5kCVZg60n+zPWLvfub47msDBPq90DkWFRUikEkwsXywR8bvIld37qd2xHcPW/EbC3XC2TJmB0sqCwP592ThxKsn3o+n/81zkxsYcmL+YlcNGMnrnJiQG5SftLi4q5Nhvv9N16iTEMikbJ05h27RZfLhkPn7BLXgUHsGdE6cYvGIxAAYKBQ9v3mLHjLl0m/YtLjWrk5+VRcSFkDc5DK/MpROr2bXmCyYsjEMsKTUc/lzQl8L8LPp/uYPboTs5tHkyibE3UZraUb1BH5p3/Rbx4/Qzl0+t4fS+n0mKu4NEKse1SmPa9/8JE3Pt//PIW8f4ddYQvKo3IzYqhOysImRyY1p2GUa9pt3YtW4eV87uRSY3IrjrcGo1bIfUUIGptw/rVnxLem4amuJi7OpUI/3kBbKTEpApjAlPjyIn7ir3frlBipspJ8KPknJEQ8d+X9FhxiJm9K1LUVgqUWGXOAvgJMempj9NkuMIPwzx3kFUyzuOz6NzGFs5o5JL0ahVtA5bjfLRbXbU+5psw9J8e/+muNaL8mTs2B7RWAxtCqksScZFEIpbrcEA/DBrSpnjli38oeRvUxNjPhk68Jn9VPetSnXfqhXur+zhztwZ3+qUVfXx0jESmwQ1pElQw2fWAejSsR1dOpYqVs/9cSE2NhW7tAJcuXmK0VM6sWV5GCbGFmW29ZTlZVPSPKn4q7GIx8Vag5eFJzKRjAeZsQQ5NSz3uPNxIdgpbHVcSx9k6sbXVzb3ICT+Mu9X61lSFhJ/ueRvayMr7BW2RKVH08un6wufsx497yp641DPO09ESgYFxSqGbDqqIyZQpFbjYFy6CrY/LIbVoWHEpGWRW1SMSqNB/UQOpKjUTLpX99Bp28/e4pnGYVx6HqInv+GEQgRiMRobD4pt4Pi3GgQaEGSAUJRF0lIDjGQGNKrvTedv6zFh5Rq+duiBq8SW67ujufOr9qWllOt+GJ6ZN7tM32d/1E3RIRWL2TJpHACnat9mw8hTGJyRkGCSjqpIzYPLSaTH5tB6XC2u74omKTIDoUkmu1f+j8Rb+cgzAti2fAlOjUbi7O3OnYvXWDN9Mfeu3EJhYkyd4Eb0mzQCQ6V2TCd1HoajpwsyQznHNuzBqpIdc/evLONWmpOZzeop8zm/9wSF+QW4+XnxweTP8KjhXbJ/+fjvuXz0PHnZOZjbWNJ2UA86DNV183kbUFpZ0GHclwgEAqxdXUiOjuHU6nV4Nw7k9rETDFmxBFd/rWJsjxlTmBXcgSu791Gna6dy21MXq+g4YSxWrs4ABA54n82TpqJWq5EYGCA1lCMUiXTcUdPjHyGRG+DTJBCZkRFgh51X5X/60l8LvvW6s3P1SG6FbsevnjYNS35uBrdCttJrxDruXt3P+kV9ad/vZ1y9g0hPjmHbio9RFRfQtq/WvVNVXEiLrlOwtq9CTlYy+/78ij8X9GboNyd0+rp74wLV67bAP7Aj98Ovs2vtD9y9fpbKvvUZMXkNl07tZPPK7/DwCcDAUEG8vABZVhEjpvzOmqFdyTbNReXtRPTF0xiaWSAUCkl4FIWiSIQ8LA7kBlzK2s7tLX8iT8nDoCAX08pe2LtXJWL5b4hlcpa3r0+xoQScTbDLvYg8IYshfx5l59rviXC15NAP3+KmgrVB35AtLM1Z+m+La70oT8eOfWl6AiNBESfUvnS2ertzUZZHQUEBBw4fp4ZfVURCEecuhhJy6SqjP/v4+Qc/QVWvADb+ehNjpfk/dKbvLqei7/HeuoWEf/YdFoaKMtvlse1yLEP3/AbFRsipQm6hijvxORy+mcEI/8FMOjEdDRoaONQlpyiHi/GXEQqEfODXB3czN+KzE9hweysBdrU5HH2czWE7AGiwfDZnBn3Fx7U+ZNi+UdS0qU6jSvXYHr6H0IQrOoI0X9X/nK+OfIuJzJiWrk0pUhdzLfEGcdkJjAoY/kbGTo+eN4XeONTzzqN+HEe3qHNj7Ix1XSLFjxPAX4lLZvTO03zSoBrjmtZCaSDh6L1Y5hy7rFP/eeJiQoFAJ8LA3lTOo4LSeECBSmtIFmUJ0RSqkeY8wP28GLtEU2SGEhw/sCDrUR5iAxFKKzkDVjZl+8QLHF98Ewdfc7rNbcD8drtfbSCeoNFH3siMxBz84Srbvr6ARC7C3secxsOrASA3lXJlWxR3T91HKPTD2dWYuqOdUXq4IRIJib51j6k9RtJz7CA+mTee7LRMVkz6iQWfT2PsbzNL+jm+aT8t+3Vk2vYlJfGMT6LRaJjedxSGxgq+XvM9CjNjjq7fw7ddhzP/zAbMbSxZO3MJ0bcj+HrN95hYmpH4IJ7MlBfLY/WmcfKtphPb4uTny8EFS0mMvI9AKMSpemm8iYFSga2nB4+eIWghlkpLDEMAYytLVMXF5GdlYWhS/oqvZ/0AzOzsmNOmE54N6uFZvy7VWjR9bCi+3Uikcmo07EvIsRUlxuGV02uRyY3xqtmO5dObEdhuDP5NtCtJFjbutO41mw2L3qdNn7kIBAL8m3xY0p65jRsdBy7mxzHeZKQ8xMSiNM7IwtqRXh9rJ1DcfRpw9vBGRCIxjVr1AaB5x8Ec3/M70feukpeTiVqgQXz7AaJCNYL0LLoNmsLyucO4c+YgFtaVMDS3QC1X4KhRIAlwpNnoKezbvoSMtER6fvANABv+mIZEIkNYrKbd5Dk41KhDTNRN/lw5mS5Dp+DqWQNze1eadxxM+I1zONTxJ+LgbkY6prAs16okD+K/La71ojwdOzY1rQVyiYiZXXyfc+TbiUAg4MrVG2zdsYfCwiLsbK0Z8fGHBNSp9VLtSMRSzE1t/qGz/G8R4OjC7RFTMJdrn19rr13gq4ObeTC6dEJ07v4wDLL9QFP67FVpNMzdH8apr77E2tCSBSG/MvrwRJRSBb5WPnxWR2vQt3Fvwaf+Q5lwbCr5xfk0dQ5kfINRfHm41E27i1cH7mfEMO30XPKK82jt1oJPag1i7a1NJXX6+/bGUGLI/JClTD01BwOxjCoWlRlcY8A/PURvLefPjKOgII2gpksrrHPi6FBkMjPqNpj1Bs9Mz99FbxzqeWd4OpG0i6MGpVyEh6UJUpGQuMwc6jmXH0NwOTYJa6Vcx7U0LvOuTh1Xc2OuxafQxde9pOx6fIpOHTNDGbcT00q2xwR7MX7vGUp08tSgKS5CUvQI0mNRi4y53dib3d9rP0iLClQc+eUa1dpocyj59/DAv4fuauXi4tJZ6spNHHS2AWp1dWdxsbtOWdDQqgQN1XW7qtPLkzq9PMsdD49Gdgze3IQBVYL5busiqjbQ/fj5ecQUGnZsQcdhpaIyQ+eMZXTz/qQnpWJqpZ0Rt3GyY+CUkVTEjVOh3L8Rzspbe5HJta6VfcYNJeTAKY5v3EvnEf1IepiAq29lPGtpz9/ayb7C9t40T95zrWPS8JAaV1CzrGH8F4Jn6JkLRU9J6z+uq1FX3J7MyIgR61dzP/Qy4ecucPy33zkwfzHD167C2NqqwuPeFgKaDWb+hFolxlzI8RXUChqASCQmNiqUhxEXOLGz9MNQo1FTVJhHVnoCxmZ2xEZd4vCWKcRHXyE3O7VkUiI9JUbHOHRwKXWPFggEGCnNsXUs/b8mEksQSo2YsukcqqwE7ES2yPMjObdyPo416+LiVROBQMD9WyHkxMRgZGOD3MYaO6k9tw9sw8SuElaObiQ+isbcyU3bj1CMxECO0tqOtAdR+L7Xk7QcbZJ4z9qBGJtqf5+//rXxq4VfcBe2fvkRiyd+j1/Ht2+1/Fk8HTv2Lhm2TzJq8ntUsvdEIpERcnc9AG2bvc/gvpMQCoVkZaezcNXXnA3dR2FhAdWqBDD8gxm4VKpSbnvluZXeuhvCb+umcefeJURCEZXdazBuxCIsze20ufp2zGfXodWkpCbgYOtKz46f0jKoxxsbg38LqUiMjaKi56qWuPQ8BJTGDBtm9deWk4dAIGBIzYEMqVmxa/K3gV/xbeBXOmVJmVbsCLtasj0qYHiZFcBxDb7Q2e5WpSPdqnSssJ+0UdEV7nvbOXKgHyamntQO+Oa1tDfsw89ISUlhxOflrwYD9OjYFwsLCxav+OW19Knn9aE3DvW8E5SXSDpVlYeXvQIjqYSBdbyZc+wyGsDf0ZrcwmKuxicjFAjoUd0DFzMliVl57LwVRQ17K05FxbP7tu6DvF9tL77edx5fOwtqO1px6O5DrsWn6AjS1HOy4bcLt9l8PQJ/R2uSCzMwkKspKhJSAGjEJhTlFyIxl1Bk4IFhvAbnFAGrj9wkIT0H800Z5GcVUbuHrnH3b6A0M6Fpr3ZM7fU5voH++AX606BDcywdbIi8dof4qIec3n6opL7m8Uf4o/uxJcahW/XyP47+IuLaHQry8hno00anvLCgkIT7Whfa1h90Ye5HE4i8Fkb1xgHUadWojLH6b/D0PVdQrCbq6nW2XnpI51paI+TBtRsYW1th7eaKRq0m5uq1ErfS/OxsEsLvUbtj+1c+B5FEUq5Ev0gsxr1uHdzr1qHFJ0OY3iSYOydOEdCt8yv39aawc66OvWstQk+swse/E7GRIfT8ZA0AGrWa5l2+pVrd7mWOMzK2ojA/h5WzgnGv1oIew/7AyNia3Kxklk4NRFWsG68rkerGeQoEAoSi0lfetsuxZBWoyMgtRAHkqyBZ6cz1XRtp9vmkv44iNy2F2KgH2FXtBiIxtXt9yJXNf7B17CCEXi4UFxYQde44t/dvQyPWJoQPHDaWA7PGY2BsgsTRDoCwg7soysigwaDP+ctHQaPR4Nk4mM7f/8bWLz9CIBDg+15P3iVeNnbsbeXwqU0EN+nN/Gn7iIy+ybylX2BuZkP39p8wZ9EIHsTd47sxf6BQmLJi3XTGzejB7z+fRyZ9fmxoxP0bjJ7SiZZB3Rk24DskYhnXbp9BpdY+W1b8OYMT53bw2UezqWTvwa27F5m3dBRKhSn1arX6py/9pejwvwV4WlgjFYlZf0Mb69yvej0mN22PUCAkPT+XCYe2sjf8JgWqYuo6uDCjRWe8rezKbe9Jt9LbSQmM2LMOAPNZWsNsbMNg7E3l3C0+iVClQJ6nfedoUCMxjcFv0VQSczKxU5jwcZ3GDPUPQqVW8/m+DZyMDicxJwt7pQn9q9djRN2mJQnr9fyzzPpxGhqNhmuXx/7bp6LnFdAbh3reCcpLJF2s1hCZlAPAyEZ+WBoZsPLibaYcvIhCKqGKtRkfBWjj2pp6OPJhgDczj1yioFhFAxdbPm3ox9RDF0vaa+ftwsOMHOaduEJ+kYoWno70rO7JkXsPS+o0crVneINqzDtymZz8QrwTCqmhgigbKZMbuzHpTDTmKWo84gqIsi0mxVVEQhEs3nYJ58sq6krN6bswgJM/HCDtfioCAVhWtqb+sEaYOZfGp1z64yJh+26Rm5aLTCHDobYTTb9qAYCqUMWF5WeIOBpOYU4hFu6W1B3aANtq2hW3uKux7P5yG21nv8fFledIjUrFzMmMwC+aYumpu7L06c+TaD+kF5ePnOXi/pOsnbmUr1bNRq1W06Lve+XG/ZnblrbxPFVStVqNiZU503csKbNP/jjJda3mDVgauo1LR85y/eRFpvcdTf33mvHpz5PKHPMmKe+eM8jPYuuM72k09wsSwu9x4vc1NB38IZbOTvg0DWLrd7Po/M145EolB+YvxsDIiBptg1/5HMzs7UiPjyf21h1M7WyRGRkSfvY8qQ9ica1dE7mJMZEXQynIycXK1eXvXfA/yNOr/gM8uhF6Yhk5Wck4V26Ilb02vs7BtRaJcXewtPUot52E6KvkZCUT3HMG5tbaNDU3LmwB4FR4Ev12HKE44TxNgeiU3Gee09z9YfyVVj1DbIVr3iVizT2xTI/AuU5DosOvotGosXepQurNG8hNzcnLzURpbUf/1bs5+vM0buzeRIGRmP3Tx+LaoClikQy1WkWNrv2QyA05t2oB8Y/ug6s513dtoG6vweWei2fjYDrPXc7WMYMA3jkD8b+AuZkNIwbORCAQ4OTgycP4CDbtWkz92sGcCdnHj5N34OejVUgd9+li+gyrzqGTm2jXvN9z216/Yz7uLlUZNfTHkjJnR22ccF5+Dpt2LWb2xI34edcHwM7amTv3LrN9/4q3zjgE2HTrEr2r1WF//5HcTIzj830bsFEYMzygCcN3reNeaiL/6/oRpgZypp3YQ/cNv3JxyHjkkmenSgpwdGFG805MO7GH0KHalBFGUhlVFMkM3XNKp26h4hZiWTbTmnXDz9aBBxlpxGZqwxHUGg12ChNWdBqApVxBaHw0X+zbgJnciH7V6/0zg/IOc/7MOJISL5CUeIF7d/8HQPtOh8nJiefqpTmkp91BIlXi7NIev5pfIhKV/zsWF+cRemEKD2P2IxLLqVyl/5u8DD2vEb1xqOedIK6chLlFOYYUa21DBAIB79fy4v1aFYs4jAqqwaigGjplvWvqul0OrVeVofVK3TNHbD2Bk5muW8Qn9aqh/P4CXq298elXDXWxmuR7SVi4W4JGQ+IvxzhuZ4qhwJxPvR2QHg7DyFJBi5OtAYg6GYGVS3XMXS0oLizm8v9COPDNbrot74NIIiLqZATXNl2m2YRWmLtakJeWR+LthJL+zy87Q+SJewR92QylrTHXN19l7/id9Fz1PoYWpXFnF1ecI2BQfQzNjTiz6CRHZx5EPCKI7w/cfcoFzBPXqp50+bQ/3/X+nGPr9+Dm68WDsEjsXCs955d5Nm5+XmQkpSIQCLF1qXh1wdjClCbd29CkextqNqvPjx9/w8dzvkIi+/t5F1+V8u65+/a+aAqKWPT+QECAf+f3aNRPm/C423ffsHP2PFZ/9mVJKouBi3+uUKn0RajWshk3Dx9j+eDh5Gdl0e27b7Co5Mito8c5vHQ5RfkFWDg60GXy17jWrvnK/fyTlLfqPz/Lk/dS4zl/aDGdPiydOGjW+Rt+/749ZpbO+NbrgVAo5tHDGzyMuECbPnMwsXRCLJFx9sAC6rccTmLcbQ5u1E4iLDsZRazYkL90JUPup7LtcmyFq1pP/r7Rcj98s48isYEN7nPoJdawdeUMqtZuRr9P5wKwYVmpGqa5sztd563EeOtSboQc5uPpGwDYsnIaDyNvkpoUh0tgM7xbdyYq7BLLZg+l54K1GCl1lXxd6wWV/O3ZpDVjLz5Ez7+Dj6e/jgu4T+U6rFw/k5jYuwgFQnwq1ynZpzA0xtXJh+iHYS/UdnjUdRoFtCt3X/TDMAqL8hk/oydPRr2rVEXYWP295+8/hY2RMbNadkEgEFDZwoaI1CQWXTxGa4+q7L13g119RtDASesds6R9X3wXT2XjrUv0f45hJhWJMZbJEYCOq2mnmg7MvmBEYpoYdR5YmqqIIIE/Og6hhZt2AtjFtFS0SyISMSGo1FvFydSca48esuXWJb1xWA41/b8mK/M+xiau+NYYBWjd+Y8d+pCbN2Rs35KNtU0evd9fQ2pKGjX9x/PlyPHYWJ9ELClkzOdBfPrFMKr4hPEo/jQNgn7hh5kriAhfhYtbIY6VWpGbm8voEePYvmUnhkaGfPxp+RNlet4O9MahnneCp1Xxnix/XeQVFfPnlXAaudohFgo5cPcBR+495OeOunkCC3MKKcwuwLmeC8b2WtEQUyftR5/Fn5ewalmFT0Y3K6mfUtWWLcM2kJeWi9zMENdAXZfSxl825/dOy0gKe4RtNXuyHmVhaG6EY+1KCMUiFNZKrLy0n7xFeUXc3nWDwFFNcarrAkCjkY2Ju/KQmzuuU2dg6Yuv9oC62NfQuj/Wer8OO7/Ywq9/XiFJqP0ASXoQx7yvdpM4oC2dgnx4FB1H9K0Iggd0pk5wIOPaDWLJmNm06t8JucKQ2PBoLh44xbDvx73wmFYPCqBKgB+zBoyl/zfDcfBwIT0xhctHz+EXVAefejVYN/tX3Hy9qFTFFXWxinO7j2Hj7PCvGoZQ/j2nEQpJaNiVzeOalakvNzamx/TJFbbnVqc2M69dKNmu3bF9GZfTp+uIpVL6zisbyD/4t8Uvehn/OuWtwGapZMQpgnDKO1UiTANQuXowA8bs5ujW7zi5+3uEIjGWtpWpFfQBAApjK7p//Dv710/g3MGF2Fbyo93781g5uzUFxSqdN1qxWitYUZFxaG8qh0Tt3yqBlGNm/amVtYeWqUtZ/bMcn5qNea/vly91rYFt+rFx2bf8+HU3igoLGDt350sdr+fN8eRqtktiOt7C8pVFNeUIbf3Fs+KJn2ql4j2P25/21RqsLR119olFFefm/Dfxt3fWufY6Di7MOLmXuymPEAoE1HFwKdlnbCDHx8qOsOSEclp6cSwVMgJd7ZjTqh1bb19m8A4BgU7lx9QDrLx8mj+unuNBRhr5xUUUqVVUMtarx5aHVKpEKJQgEsmRy7WeQVcu/UBSYgHFqi5s2TOQ4qIiroSuJCV5Ozk5n1C9ph9eXoAgFzePlnz1xRjmzTehbsOZ2NkHkpOzkZCLLri63QNg4tgpHD18nNUbVmBvb8usaT9w5uQ5OnQqf9JEz7+L3jjU807wtCoevH65dwFwIjKOpeduUlCswtlMyex29WlZWXf21sDYgMqtqrB3/E7sazpiX9MRtyB3FNZKksMTyYzLIPJYeJn2M+MzkZsZkhmXQciq8yTeeUR+Rh4atQaNWkN2YjYAbkHu3Nx6lT/7/YGDvxOV/J1wru+KSCoiMz4DdbEa26ql8RtCkRAbH1vSo9N0+rNwK82v9deKoii/EAy1+eXUYgnitGR2T5rNoaI8TK3MCerais6f9kcsETNt2xLWzlrKpE7DUKvU2Dg7ULdt4zLXpVar+e6LKRzcdoCMtAzcjUzYunoznT7pi0AgYOLaeayduZRFo2eSmZyGiZU5Ver40aSHdmZXIpWwdtYSHsXEIZXJqFy7KhP+mPsKv+Drpbx7TiwUvBMpBt4myluBBVDnJVG9fi+kBroqq5X9WlHZr2JXOr/6PfGrX+p2ueLsem4HzSTxvlZsKtHAjz/tte57gif6/uLx6t5fjAn2YnzO+JLfN0NiwzmbQczs4luuQdljcNl8fS07D6Vl59LE81a2znwyaZVOHXMre2atCn1umZ43R3nxxDfDQnTiiW+Hh2BhZouzoxdqjZpbdy+WuJXm5GYRFXOL4Ka9X6g/T1c/Lt84We4+Z8fKSCQyHiU9pGa1oHLrvCs805B+rhb4S/TznP1bbl9mwqFtTG32HgEOLihlBiwPPcXuu9df2zn810lLCeNeeBFdewXj5u4CgJ3DUPZs34xSWcDI0cMfq5XCwMH9uRy6DwjF0rLUg0WlEmFiWpniomL+WLmehct+pEWrpgAsWv4zPi41yulZz9uA3jjU807wJlTxDCRiVvZsXu6+p2OmxgRXoWOX6jy4GEPM2ShCVp6j5eS2oIYqrX2o1rV6mTaMLLXuqfsn7cbI0ojAz5tgaGGEUCRk46B1qB9/qCislXRf2Ze4yw+JvfSQc0tPc2nNRTr+0q30rVjee/apMqG4NPD+r0lewRNv1WK5gsjmPRAAUbPKzt551PDmmz9/Knc8AL7bql29Or73GNvWbGXlnt9xdHFEZmCg85EgVxjx0fRRfDR9VLntdPtiIN2+0FWa+/rjCaSnpLFw47+3Qvb0PScTC/Fzs/hPiG+8SZ5egZWqsrDJv4Jd/mUatF71WvqQSUTllj/Ls6BTTQdU4RfIXzCAGXWWYmplQ8Mq18kpzgf0v/F/mfJWs4XF6fz023j8bb8hMuY263cs4P0uo3C0c6eBfxt+XDaaL4bMQ2Fkwop10zE0VNK80YslRO/x3ghGfN2aeUu/oGPwR0ilMq7dPod/9abYWDrSo8NwlvzxLRqNBj+f+uTl53D7bggCoZD2Lf79VAlPvv+KTNO5Z5iKRqMpWT0MiYvGTmGCl6Utao2Gi7H3S9xKMwvyuZUUTx/fgBfqSyoSoXqGkQlQ3cYRtUbDyZjwEuwj0K0AACAASURBVLfSJzn/IJLa9s4Mrl3q9XM/PaVMPT0VI5FKcHFzoUvbXjRuFkjjpoEEt9OKranVGubO/JHsjH0IhHn06uyKtbWKho3Kf95mZWVTWFhInXr+JWUKhRE+1cr+dnreDvTGoZ53hn9LFa+8mKnxW65rVxh61aJGr1rsnbCT8IN3sPC0JC06FRMH03Lbys/MJz0mjYafBpW4fCaHJ6FR6SpSiqVinOq64FTXheq9avG/Hit5dDMem6p2CCVCEm7EY2yndWlVq9Q8upWAR7NXS4T+d11zYyJjsLK1okbdF4t5KyosRCL9d11GXxTde07v/vIqPL0CG5wwEpk6C6egr7CtVO219OFuZcS1+6JnehYc/Kwtpq7e1Pnih5KyRp6WHAJCJ7XCwNSCOYd009vo+W9S3mp2lqI+FBQyfEIwAoGANs360rX9MADGfjKfhau+ZtKc90tSWcyasOGFlEoBPFx8mTtpM7+tm8aIr1sjkUjxcq9BvVotARjYczxmJlZs2LmQn5ePwVCuxN2lGj07fvr6LvoVKbvKqiIvJ4ue69YwPTiYW0lxzD9/hNENWuFubkVbz2p8sX8DP7XugYlMK0ijlBrQzefFFKgrmZiTX1zE0agw/GwckEukGD4lZONubkWnKjUYuXc9M5t3prqtI3FZ6cRkpNKzWh3cza1Yd+MiByNu42ZmyZbblzn9IAJT2esLQ3nXeXrCe6SXCmOT0uensYkHHp7hHDq1m8MHj7F3137275nD+wPkrF6xlwU/LmX2vJoolUL6fTid6ZO/Q6U6TUryFRRKrbeVSKQiIyMCQ8N/X31cz8uhNw716HkOT88ymxQUUethKqvWX6a5vZKs+ExSI1Pw7lAN5/oubP9sMyd/OoZ3+6pI5BLSH6QTcy6KwM+bIlPIMDAx4M6eWxhZKchNzuH8sjMIRKWrfHf330at0mDtbYPYQELk8XCEYiHGDqZI5BJ82lfj4vKzGBgboLQ15saWq+Sl5eLT4fkf2jKxroz333XN/frjCexYuw0AX2Mf7J3s8W8UoLPqN7DtANy83JAbytmxdjv2Tg78eXwDG1asZ/X8VcQ/jMdIYYR3dR8WblrMr3OW6LQJsGL3KuoEvtjMs563i6dXYC9VXffaV/1tjQ2Y2cWXRcdPYWwUjlKei4FYRFTaQ+IyOmBvUpqQfOf1g5yMuEhmfhbWj5L46+5fcXY9dxMjuZsYydHwMwDMem8clgp9nNJ/jXJj2AVCZB5D2TFufZn6SoUp40YsrLC9GlUbcXhDcoXbAL5V6vHTlF3lHi8QCOjcZjCd27x9Ih3lrbKKC20JjUml5eofESDgfb96fFJHG3KwoF1vJhzaSp9Nv5WkstjYY8hzlUr/oq6jKwNrNmDwjj9IzcthbMNgxgW2LlNvcfu+zDi5h/GHtpKSl4290pRhj8/hg5oNuJ4Yx5Adf6BBQwev6gyv04T/XTv/N0fj7cTDdDTzf+9Pm45lPZYAUlOyCXD/ljU7h1Ev0KPcCe+QWCm5eReYeGIjD9LVOJg485HDIwoLNvLRkAH07O3Lgb3DuX/fjkshl2jTrhWubkYUFKTh5u7C3dv3cXExQ6H8HpmBOYZG2bh73kejUaFUKpFIJIScD8XVzQWAnJwcbt28U7Kt5+1C8Cwf8TeNv7+/JiQk5N8+DT16dHAdt1snxsGoSEXrmBQccgowQYPc1BD3pp7UGVgXoVhEUlgiIavO8+hWPBq1BqWtMS4N3fD/oC4AsZcfcnbRSTJjMzB2MKHukIYcmrqXhiOCqBzszf3TkVxdf4n0mDTUKjWmTubU6lcH53ougG4qi4KcAizdrcpNZdFv04cYmGhnSrMSMvmz3x+YftqYn24lvjbX3KyMLFYvWMXWNVv589h6hCIRP0z8voxxeOvKTbp90J2uH3QHjYa8nDz6Nu/NtCUzqFW/FlkZWZw/fp4+H/elML+Ab0ZMIiMtg5m/asVYTMxM3pnVRj3P5uBnbTFx9kIkkxO5dw0CoYhq/cfg2fEjQheM5/6hjUgMlVQfPAm3YG1MV1rETS4tGE/S9XOIZAY4NmxL7c9mI1WYsOLsejTrfsVNbk6xexVSd/8PCguxqNuCe0FBRGcn0f56JPf3r9M5j6BVp0h9EM6NSQNp/uMOLi39lpR7N8DGnsbjl2Li6YtSZkRxbhYXf/qS+AuHKcrNwtDCDq+uQ6nSY3h5l6fnHeDpj2P7uJmoDSoxbtj3erfxp3j6/ZejCEGoUmCYV6XccAQ9b56kR5kYmxoik5W/3vO0cdhw1pEykyOW0kR6OK7DziAOqbCI6SHDMIk7yeAOmRgI4xEI5Jw+mYNDpYGkp2WzZeN2+vVzwNxSQ/g9Pzas3UQt/6qM/8aL2AcHyc0tJvyuJS2CKyOTmfHn/9Ts33OQBct+ws7OhtnTf+DQviN06NSOxSt+eRPD9M4hEAhCNRqN//Nrvn70K4d69DyHp2eZcyQiNrtb42Aq53Q5qpVWXta0mdmhwvYcajrSbZmukMHAnaWiFi4N3XBp6Fbh8SKpiPqfBFL/k8By99tXd2DwQd0PV6WtcUlZ9/cqbPqlUZooMVIaIRIJsbSxqrCeg7MjY2Z8VbJ9aMdB5EZymrZthpFSK0ji5atNbixWiJEZGCCV5j2zTT3vLlEHN+DdYzjBS44Qe3ovofPHEXfhEPYBLWjz6zEi963l/JxPsa3dBKnChKNjumBRpRbBS49SmJXG+Tmfcm7WcIKmrSlpM+naWZwsbAn4eS+5iQ85OfkD6rv5ECpJxbzPcLIfRpBtYszV6tUY0+JjjMxtkGZkcAO4snQytT7+jrV3j2FzaB9X53xG+z8uIhAIuLr8OzIib9Fk1gYMzKzISYghPz254ovT89ZTXjxxdTdzvWFYDm9CKfz/K4WFxUilf/8z3MrG+PmVnqA8t+rkQmsWRY4s2VarMoi7nssXhx4gLMjB2kZKlx69+HzM52Rn53D/fgzL5qsQinPpM8iQ7r27Enb7LvUazgFg2IefkZKSwtRZSwGoVj2H3Jxc3u/2AXJDOUOHDyI359m5aPX8e+iNQz16nsObUEr9r+NTw0dnu37TBthVsqe1b0saNG9Ig2YNafFeyxJDUc9/G1PXKvh9OAEAZc8R3PzfPIQiCVW6fwKA7wfjuLX2J5JvnKcwK53ivBwaTPwViaESgLpjfuHQyHZkPYwoaVNiqMRlyETW3zxMVEoMVk6OJO37HU37dmQKVAglUqwtHMiXGzD11Eqq2lXGLV2bKNVv0ERsawVRnHoLWnUic8E08pLiMLR2ICfhAWaeflj6aCdwFXbOb3Ko9PxD6OOJXwy9avOL06fdItwrWyOVitn6p9YLrkf/uoyd0g6hUEhj32l06VOH+Idp7N95nYZNK7Pg9wEkxGUwc+IOTh7W5s2sVdeFiTM74uKunRyNe5jGlDFbCTkbSUFBMfaOpnw2Lpj2XbVx/k+7lV67FMOkLzYTficB98rWjJrYRuc87U3lxEYmIzx3D0F8OoiEaBzNUDfwLFEzF5+PxVgSCPU6Yhf1iLzcIgozK1NcpMHMzBQHy1aICIFiWLckA4BjV38r6ePp1UAjIyOWrlrAUha87mHX8w+gNw716HkOb0Ip9b+O3NBQZ9tIacSGk5sIPR3C2aNnWD5vGb9M/Yl1xzZgbWddQSt6/iuYupXGxwoEAgzMrDB1r1pSJhRLkCpNyU9LIis2ElP3qiWGIYBltboIhEIy7ofBY6FSExcvFp76A1NDE/oFdCXtYSbJ5w5yTSCkWK39sDUQS5neYQy3E+5xKyGco+GH8AAMnZ8QczLW5izNT0vC0NoBz04fcfKb/qTevYqdf1McGrbBpkajf25w9Oh5i3j6/VdZHKh//z2DHRsv0aW3PxsPfsqdm/F8PXIjVjbGfDRCGw+5YtFxhn/Zgq3HvtCGWOQW8n6HRdQKcGHt7k+QSEUsn3+M/h2Xsv/CWOSGUr4dvYXCgiLW7PwEhVJG5L2kCvvPzSlgUI/fCGjoxtzFvUiIz2D6+O06dYb6OzD1pwOoq9ihqu8Bag2iCxGI9l5D1cW/RN5ckJCOoZkhv2/7mPjYdD77YDUuHlYMG9WcSbM6ERWRhLunNaO/aQuA+WNFdj3vPnrjUI+eF+DfUkp9G3la5ax+WuYrtSMWi6nbuB51G9dj+IQRNHYP5Pi+Y3Qf2AOJVIJKpXp+I3reSYTip149AgFCUdkyjVoNGg1P52nZcSUWlRoGrQ5B4W9MkyIVapmQ+MxE+tbpRBUbD64ZKEhUq1BpdJWAJSIJfg7e+Dl4E1Ek49zGdUSnJ2Bq44RYKEKNGiGgeXycQ71WdNpwk7jzB3gUepxjX3XHqUkn6o//99Ks6NHzJtG//14cKxsl38zpjEAgwL2yDffvJbFi0fES4zCggTtDRpaGo2z84zwaDcxe1KskNci0n7pT1+Nbjuy/RbvONYh7kEbwe754+2p1BSq5WJTt+DE7Nl6iqLCY2Qt7YaSQUdnHjtTROXw5dG1JndTzUXh425IV7FvyHm/YxJ0tw9dBYhY8dlMVSMVM/qErHl42eHjZ0KZTdc4eD2fYqOYoTeRIJGIMDKUv7daq5+1Hbxzq0aPnhSlP5WzP9XgsCl/OkDu+9xgPoh5Qu2FtTMxMuHDyAjlZObh5aWMtHZzsOXXwJFHhUZiam6IwViCRSF779eh5Mzw5oTAsJg1nZQ51XvBYE5cqROxZQ1FuFhJDJdsux7J09Rb6oSZR7oCwMJ2MvGKSNEUoZEacuHcBM0NTknPSSM/NRCTQKvQKxRLi0xM4ce88bpZOyMQybsRr3bj+UiS1NDLjwaMbOAO5hXmYadQIBUIMTC1wC+6NW3Bv7Oq25PTUDwkY/RMiqewfGC097yqJyQ84f3kfmVnJWFk40qpxvzJlDfw7sHXfQto2G4iFmf1z27x66wTRsXd4r+WQFz6PLXsX4OXuT9XK9f7O5eh5BWr4O5cYeQA1A5z5cfo+sjLzAfCt6ahT/8bVhzyMTqW64wSd8rzcImKitLkZB3wcyDejNnHicBgNGnvSqn01qtWoVG7/98ISqVLVHiNF6bOpZoCuK/yNqw+5fz0W6d1HKIEsYN/jfeaqYtIAQ6kYpyq2dPUv7cfa1pirITEvMRp63lX0xqEePXpemPJkzYtUajLyil6qHaWpkiO7D7Nk9iLy8/Kp5FqJyQumUruBNq6r6wfduXjyIr0adyc3O1efyuIdpmyeNDVnI1KQXY59odUIl5Y9uLZiBmemD8Xvw69Zs+4IrcN+5YZ5AKlyW2xJR6PREJmUw9CGfVkXup1vd8/DO+4OjgYKxI9XJBV2zqRfP8vZ0ANsLcikQCrBLSMXO8DCSOtK2sq7Mb/fvw3AvCPL+NrNm9j1izCvXAMTlypoVCoenNiJwt5FbxjqKcPFqwcwM7WmWcOeiMWScsskEhnd2o1EJjV8TmtafCrXo4r7vyJYqOcfwNBIV3Vbo9bg7WvPTyv6lalraqa9R3r0r0tgcy+OH7zN6WPhdG81n4+/aM7I8cFlO3iBDARqtYYmrbwZN62sOp2llQKF0oCxwzJJS83R2ScQCFC/RRkO9Pxz6I1DPXr0vDDlqZwV1WxCcc0mJdvTl8zQ2b9yz+9ljqlVvzYrdq+qsB9zS3N+3b78lc/z77Cj7xLkFka0/KXsy1rPy1PehIJKrWHu/rAXMg7FBoY0/X4rofPHsX9oU1qrRNw2r80u1wEA3HpYBe9sMwyLs/C29WBqu9EAXMudQUxcIgt7TAMgs5cJ6ZE3cV6+AMeCPDquv05OQgyH/reipC9bYyuGB/Vn+8K5TGz9GRYKcxIkMq4um0p2fDQiqQxLnzo0mbnhdQ2Pnv8QWTlpeLn7Y2Ro/MwyucGLx2ZJxFIQ69P4vI08HWJhlF1AUmgMGo2mZPXwysUYbOyMURoblNuGT3VHdm66jLm5EcbPUIC1czCl1wf16fVBfZb+dITfl5ws1zj0qGLDlnUh5OYUYGgke3wO0Tp1qlZ3YM/WqzhUMkMiEb3q5SORilCr1M+vqOedQ28c6tGj54XRy5rreVmenlD4rdo3AAieKG//e9nk1F233Sv528y9Ki1+2glQbo6uzZ7DcDCV890TZX4fTihRRAUwruRJ8OLDOscp7JzpeyLzmWXV+o+hWv8xz7pEPf9PUKmKuXTjCPcf3KKwKB9zUxtq+7bAUK5k676FAJwN3cXZ0F00qN2eM6G7ypTZWDmXcSvNyEzm0o0jPEqKQaNRY2piTb1abTEzsS7jVpqcGseVm8dITU9ArVZhamJNbd/mWFk4ln/SwN3IS9wKP09ObgYSsQxzU1uaNeyJUCj8h0fsv0t5IRaS5BykqdlMG7edvoMaEHYrnmW/HGX4mBYVttOxey1+m3+MoX1W8PmE1tg7mhIfm86hPTfp82F9XNyt+O6rbQS1rIKrhxXZmfmcOHQHDy+bctvr0K0WP3y3l3Ej1jNibCsSEzJY9IPuc+/9QQ1Z//t5Rg78gyGfN8XcUsGD+yns2XqV8dM6oFCWb8g+jaOTOVdDH/AwOhVDhRRTM0P9PfUfQf8r6tGj54UZE+yF/KmZxldJ65F0Jp4tDr9RkJr/t+pUxJWvz3Ci2+6XPk7P66eiiYNXnVB4XfegHj0vy6XrR4h+eIv6tdvRvvkgTI2tOXxqHUKhkG7tRiISSfD3a0m3diNxcvQuU+ZcyadMm7l5Wew/vhqAFoG9adf8I7zca5cIIj1NUXEhbk6+BDfuT5umAzE3seHI6fXkF5SfMy4lLY4LV/bh5x1Ix1bDaBHYB3vbivPo6nkxyvOIUKs1CL3sUKnVdG3+M19/tpHu/eoy8JPGFbYjN5Sybs9wnFws+PSD1bQKmM3YYX+SmZ5bspKoVquZOnYrrevOYUDnpVhaK5mzuHe57RkpZCxb/xH3I5Lp2HgesybuZOxk3VQtNnYmbNg/AoFQwIddl9Gm3hwmf7kFqVSEVPbia0aDPm2CRCqidb05BLh/S9yD9Bc+Vs/bjX7lUI8ePS/My6b1iD17j1NTt6O5LqFYWIjEB1r82Ie/1Cd39ltK4s1oZCaGuAX70mDSe8iU2heieW0rHD935M82c8iKS0NuoaBKtzo0nKiNk0i+FcfJbzYTdzEKsYEEt+BqBE3rhsxYe3xa+CN29F2CU+MqhC48RHFeIW5t/GgyswcSQ62bVlFuIcfGrefeziuIDWXUGFzxS1zPq/G684TqU8vo+TcoKi7kbmQo9Wq3w9HOE4C6tdqQkHSfsMhL1KzaBAEglchK3EYlYmmZsqcJiwhBLJYQVK8rIqF20sNYWbEapZ21i852nRrBxMTdIe5RBG5OvmXq5+RmIhZJqWTniUQiA0wwNy1/1UnPi1NeiAVATpGKyXO7MHlulzL7jl+fWO4xltZKZi/qVWFf35bT1pPcS/9BZ7uGvzM7Tox6Zh0XdysWrh5QYZvlGZ8jxwfruLK6elix6eBnzzw3Pe8meuNQjx49L8WLypqri1XsGvArPn3qUyQSYOiswKyZKQKRkIxobZ4m52betJjfm/y0XE5M2syhz9fS7rePADg3dw/Xfz9F4JTOONT3IC85m6QbDwCtUbe91yKsazjRc++X5KfncGT0Og59/j/arRhUcg5x5yMwsjGm88YRZMWlsXfwSkzdrKkzshUAp6ZsJeZ4GG1XDEJha8L5H/YSey4Cj3Z+r3vY/t/yTxhzeml9PW+a7Jw01Bo11hal6o1CgRArc0cyMpP/j737DIyiaAM4/t+7Sy49l94bIQmhhZBQQu9BijQBkSKIotgbKJZXsSCKiqKgAgoqFnrvvYYSEkoICYEAgZBGek/ubt8PJxdTQMAgoPP7Qm5vdnZ2yV322Zl55rbrzcnLwMnByxgY/pXSsmKOx+8mPesiZWXFyLIenU5LcUndSwq5OfthaWHLyk2zcXNpgLtLA7zdg/4IFIXbdb0pFpa30PMmCPcq8VssCMIdUVFYRnl+KfIZE/JiM8iLzebKqovAcdQtDTdCPq2bEvv8QQpO56Dx8ubcuiOUZBWisjAl/rvDOOuDaNg7FLW9GfmHczk/7TzO3n5ET9qFJtuXiBf74RDkTNyHR7DN9qF0UxmHX9yJiZmhZ9DU2oyunwxHoVJiH+hKQP8WXN6bSKsXelFRXM6pXw/SY+Yj+HQNBqDHl6P4ocXbd+uS/WuJYE64390oSaN0/bdupuZbKn0geg1l5cWEN++BlaUGhULJtr2/oNfXvZyQiYmavt3Hk3E1hbTM88QlHCA2bid9uj2Ghbn132r5f1ldIyIUColQb81dbJUg1A8x51AQhDvCzM6S4IfbELd3J9josQqxotOGPvSJHUF+mqHncOeIFZw7eYQMXSLZZ69gr/Qh73wWOYlp6Ctr3+zoy3UkfHkM81Zq5CbF2Abak/RdHOd/TSR0enuy5LOUZRdxaeU5AOwDXVGoqp7IW7raUnK1CID8C1noK7S4hfsZ3ze1VOMY7HYnL4sgCPeJVbGptJ++A7/X1zPouxOAgszsS8b39bKerJzL2No43vYx7DWuZGVfQned4K6mzOzLBPm3wtMtAI2NEyYqU0pLi264j0KhwM3Zl5ZNu9Kv5xNodZVcTku67TYLhgdeHw1uhofGHAnw0JgzY9E4flo45m437Z5z+uIFxnw0lcKSuufFCvce0XMoCMId0/PLUbSY0IXD43dRmJbD4gdn0G/hE8h/PIYP/7QrDm2cAcg7kU3M0/uxdrSjODe/zvpknUzIBxGcXLob0mVMrEw5O/8UgROb49HPF+0z5Xg84kPZ+TJKCwurBYYASBKy/o8n9WK5JkEQrqNmNsqLuRUcznJEit2GmakFVpYa4pMOUVZWTGCDsNs+TpB/GGfOx7Ln4AqaNWqPqakZ2blp2Fo7YK9xrVXexsqe8ylxONq7o9VWEhO3A8UNhqReTkuisCgXFydvTE3Myci6gLay4m8FtPcrvazn1w1TiTm9meLSfF4e/SNBvre/fq4YESH8W4ngUBCEelNz3SfD3DJPrD3t8AhqgCpZ5vTiQ9g1cKIsXY97Vz/MXQwL/ZooDemztcU67INcUZgooUbCPkkloWlij/1xV+J/O0hxWgFlGSXYhzmTduQ8sl7GoZEbOaE5lO4pvGFbbf2cUJgoST96AVtfw41SZXE52QlpxtfC/UOrq0SlNLnbzRD+JerKRrnhoitmKgXqo+uMS1l07zDibw3PtDC3IbLzaI6e2M7WPYtAkrCzcaJNyz51lo8I68fBmA1s2P4D5uZWhAR3um6mUgBTEzMupZ3hRMI+dNpKrKzsaBvWFxdH79tu8/0qLmk3B46t5JUxP+Jo54mlue3dbtJ9TavToVLe/jqJwr1LBIeCINSLmk/aCy9ls+q1pZQ/GoFTmZaitDyuxl+h2aMdsHd158SBI+z/YDXNJ3TA1MqM9KgUQ0V6GVMrMxr2DSF3bQGJK6Lx7hFE/sWroABJqSBoSCsOzdjAjlcXAwquxqcSvXAT/n1D0Pg53VR7TS3VNHkkgv0frMbc0QpLF1sOf7YRvU50Kf4dW06tYM6uD1ny5AFMVVVJLz5c/xIlFcV8OGguB85t58cDX3IhOwkHS2e6B/dnTMTzmCgNc0W3xq9iRcxCUnKSUavUNPdqwzNd3sLJ2tCTcuzSQV5eMpJpg+bzY9QszmWeZuqDc/B3asSsHVM5mXqECm05ztbuPNruebo16n9XroVw/6orG6VOVrDsrCszHh9f5z4jBk7+y21WlhpGD3mz2jaNjRPdO9SdrTKkcSdCGncyvrbXuNCn27hqZRr4VM9SOviBZ40/Ozt60avTqDrr/q/JzE3B1toRf6/Q265Dp6tE+Q8+hNLpKtHqZBZuXk904mnUJqZEtmrDmcuXsLawYEK/gWh1Opbv2cGBUycpLivDw8GJiMCW9BvxAwfXTsZSI/PRrz/y2ojRLN21g8tZGbg7OtErpCNdBn7NwbWTCQ/xIenyJZbs2s75tFQszcwJDQhkeNeemKsN3+PTflmIu4Mj69cns2lrEqUler7/bBTOPrDvxDEy8nKxVJvR3L8hD3frhaXZza2XKNx7RHAoCEK9qPmkXatSYp1bxLm3lqKr8EQyh6Ax4YQ915OcI5kAFF7JZfnAWcg6PRp3J8yoCuyajG7HvrWbiJ2zgz3vLkNj5Yal3vC+iYUpA35/hj1vL0eHCUenbcftQV86ffAQsiyTe+zmsgd2eGcglSXlrB87D5W5KSGPd6aypKIer8q9YezjG7C3M+PzGd0AmPPzQawsTRkzuGW9H6tzYB++3vk+B85to0uQYX2tovJC9p3dwlt9v+DIhT1M2/Ayz3R9m+aercgsuMLMbW9Toa1gYhfDovVaXSWPtnsBb3t/8ktzmbf3Yz5Y/yJfPvx7tWPN2/sJT3V+Aw+NDxamlnyy+XUqteV8PvQXLNRWXMpJrvfzE/4brpeN8nbX5xTuroWrpxB1YhUAT74fjIOtO1Of3siK7Z9y5NQGSssK8XJtxEM9JtPQ2zBMOPHCYT7/+VGeffhb1u2ZzaX0BJ4a+iUX004Rc3ozvSLGs3b3VxSV5NGycSSj+r7LvthlbNo/j4rKUto2H8hDPSejkAzpPbS6ClbvnMXhuHWUlBXg5ujPgK4v0MS/ww2PdzS5mISUi7wwZDgaK2tW79/DmcsphAU2AmDeutVk5uUw8cEh2FvbcPxcEnNXrql1DZbu2s6wrj3QWFmzaOsmVh/ezqUj03BysOJSZgaf/P4zgzt2YXyf/hSXlrJo22bmr1/Nc4OHGetYvzuGlaszmPvZw4Q286CRrye7T8QwskdvnDR2ZBfk8fOWjfy8ZSNPPTjojv6fCneOCA4FQagXNZ+0l5irWdvd8IR2xKECWulUhI7rjraw0jjvr8+8x1DbG54uFl8qZHPbJcb9pT/+oD68bTJqezMuLj7DsbeijO87awtYIgAAIABJREFUNnZn8PLnSJx9nDNfn6Bxrw5UZJaT8OkxyjJLsGvmQqdfqi/+23ZSH9pOqhquZWKpptfXY+DrerwQ/3FqEzO6Bw9gY9xSY3C4/fQaLEytaNugKy8vGcXw8Md5oOlDAHhofJjQcTLTNr7CU52nIEkSDzQbaqzPXePNi93fZ+zCXmQVpuFkXZUw6NGIF2jl29H4OrMglY4BvfF3NmSfdbOtWnZAEG5Ffa/P+U+LWnueJZ/EMHPvkLvdlHvC8Mg3sLd158DxFUwZvwSFpGTF9k+Jjt/Io/0/wFHjxbZDC5n16wTef2YjttbOxn1XbP+MoT1fw8neGzNTSy6mnSI77wrHErfzzMPfkFeYyXdLX6Cg6Co2Vo688Mh80rOTmbv8ZRp6taRlsGHppB/XvElWbgrjB83AzsaVuLN7mP3700wZvwQv10Z1Hg9M2LNyHk/2H0RTP38AHu/zIC/MnglARm4OB+NP8tnTL+Joaxgm2zO8NXtj4llJ9Yekgzt1pbGPIQHbwA6d+ODnBajNJVQqJRsOHaBNcBMeaNPOWH5s7768/cN3FBQXY2NpadhYaehFHPdQByTJkKe3d+u2xn2cNBqGd+3JF8t/Z0L/gSikv5fLV7g7RHAoCEK9uN6TdoBtwRZ4HCpkW5fl6Mp0hH3esc5ytyPgyWaUZ5YSM2kfAF5DGuI1yJ/Cs3n1dgzh1vRrNpwnFz1oDOY2xS0lsslglAoVSRlxJKQf57cjc43lZVlPubaMnOIsHKycOZMRx09RX3E2M57CsnzkP7IHZRRcqRYcBrrWGE7Xciwzt73NkQt7CPWOoGNALwJdai8MLgh/5U6sz/lPCuvpRdP2IvPyNeZm1pipLVFICmytnCivKOHQxjhCwgfQLKALACP7vEvChUPsjP6VgV1fNO7bv/OzNPZvX60+vaxj7IPTMDezxsM5kCb+HTiTcoSPX9yFSmmKm5M/Db1CSbxwiJbBvcjKSeFI3HqmPb8Ne1t3ALq2Gsnp5Cj2xizmkT7v1Hm8lIx0dHo9Ddyqfu/UpqZ4OhqC1wtpV4g/VkJAh7cpLtRhZq7Av5EFDRsbHrqmpObw+dStHDmWSfTmX/jyvWH07BSMnZU1RQU6nJtO4eDayVxITyMjN4fN+45xZH8+6akVqFQSLh4mxPVJoV1IMDu2pbJr+xUATHwMQ5e1KbOJv3CetVH7uJKdRWl5OXq9Hq1OR35REXbWYrmU+5EIDgVBqBd1PWm/JstGxWc97Tg/vaonz2d4YLUyll7WDE6tmsvj1M6t2muf4YG19gFQqBQ0n9qW5lPb1nrvv6i0tJI3/7eXDZuSsTA3YeyjTTC11VKmLuS16ZtwtrUhLiGDvLwKZn50gjYdnfH0MyM7rwQTEyWpF0uIaO7DsxPDkWWZd7/YTmN/Fya9tJ/1q4fQrKkTmdlFvPvFdl6f2Blvdw17j1xg+/6z5OSXYmaqwsvdlgCnpmw6tZwODXuSmHGSKX0+B0CPnkcjnqdz4AOknM9n8cLTPDM5DAtLEzQW9pRWlvDa8nG09G7HlD6fYWfuQH5pLi8sHo5WX1ntXM1V1Yf49Wk2jFa+HTl0fhdHLx7gud+GMaL1U4xt98I/dv2Ff4/7ORulqZkKUzNxi3c9WbmGJUkcbKv+fxUKJQ08WpCWda5aWR+3JrX2t7dxw9ysKvCxtnLAxd4X1R/zpgGsLR0oLM4BICU9HhmZd7+pPv+5UldBI9821z3etRnw1+uA++aHg8QdLebD1/vTLrwB2bnFxCWk0b1DICt//py3Z6zl2Sfa4RhQiFWJFyOfXUBy1HvUXJ1TL8uE+ATzwaKDjBjYimEPhlKp1fPx19t46c01RK0Jon1HV3w9HFj400kuR08D4Gp+Hp8t/ZUuIS0Z3LELVuYWXMxIY87q5Wh1N7c8i3DvEd8cgiDUi2s3Ua8sOY6ujhWjxVydf8YHH0Wxd/9lvpsdiauLJV/MP4BO0mJeacUL49ry7c9HsLZT0SrMnXYv+/L5nIPEx1Yy69MeFJVU8PWCQ0QnXALCkSSJiJbebNhxhiaNHWjW1DDn88DRFDxdbfF213AxNZfF607QpKUvu05lkpNfhp+2gPAWvdh8agn5pbk0dQ/D274BAAHOTUjJOYeHnS8u1jqafBCItbWZcYjSpazT5Jfm8HjHV43DQvckbb7p83eydqNf8xH0az6C3w5/x4qYhSI4FO5JSTGZrJx1nLRzBUgKCVdfa0a93QobR3OWfBLD2WNZFOdX4OhhSY9RQUQ8aPgMHVx3nuUzjzFt44OYmFZli1zwVhRlxVomzuxYa1jpuu/iiN1+iQfGN2HNnBMU5pYT1MqFUW+3wkpjGCqo0+pZ+eVxotadByCinx+VFTrSzxfw0txu//DV+ftqZs8e0rBqiaRryylRR9Al1YjE1KYWtcooldVvnyUklEoVer0hxbZCoUBCQi8bAiS9rEdCYsr4JbX2NVFVT9yyPTGfL3ca2u1ha4q/pODclVScNHYAlFdWcvlqJjbm1ixddZIWba3o3TPQOGS0b9cWXLiUDcAL47vSsb0XURf38+ZTD/D76qMcO3WZoMDqGbl9XdxYtvI0LRp7Muu9EcbtLRr54tR8EtEnUlCrlVj8cSlcnQ1DWI8kxKPV6RjZIxKFwjAV5Ni5M7UvqnBfEcGhIAj15lqAeD/P1bmfFRdXsnhpAjOmd6FzJy/KyrWoLGUSj5TQorEGdxcb3niuM29+uhkrKxNahLjwv8md6NZrMZXlMr6edowbFsbsRQfYuz+Fju29aRPiyaot8fTtZ7jx0OtlDh27RGSnAABy8kpRKBTMjk6lqFIPSBwv1pF02A0vhyzWHv+VF3u8b2zjmIjneGPlE7jYeNAlqA9KSUVs0hkS0o7zZOfXcbZ2x0RpyqrYnxnQYhQpOedYsH/mTZ3/1zveo7VfZzzt/CipKOLIhd34ODSs9+ssCH+XTqvn21f20W5AA8Z9EIFOq+dSQi6SUoG2QodXIzt6PtoIc0sTEg5n8Ou0o9i5WtKotQste3ix9LNYTuxOJaynYUmK0qIKju1M5bEPI657zJy0Eo5uTWHCpx2oKNXywxtRrJl9gkfebAXAtkWJRK07z6i3WuHub8vuZWc5sikFryBNvZ33nFnTcXFxx8TUlCOH9qGQJHpE9ieifVfWrPydmKNRmJmZ80DfIYS1Nsx/y8/LZe2q30k8HQeAj19DBgwegZOzIXvx5g2rOHE8mi7derNl4yqKi4rQeDdmYaY/rqXneECbgLJEx/FsJXbOhr9LzvaG65aRdZFff/qOuBOxmKrVlKov0a5j56oG65WsWbGExPhTaCsr8fD0QeNTFTweObSPlUsX4d3MjqxTCl5/+QlemjwVkLl0vJCyQi1vHp6IjcYWRYU1BcVXCarRU1jT++viKaw0PEy9nF+BlYUjCzdvxtrCwpiQRpZlMtJLKK/Q8kCXpsxbt5oR3Xvh6+JGUVkpu48ZrlWz4KqeUTdnGwCysosIonpw2DeiPR9/uo+0S2nYBL0ISMiyjF42BLvJF+tO8uZi74Asy2w+cpDwoGDOpl5m85GDNzw/4d4ngkNBEOrV/T5X5352MSWfigo9LUMNN01Xc4rR6fQ42lkZyyQl5VJcoGP9xmQ+ejcWSxsl4Z3s+HzB3mrDgFavT6Jje29iYrO4mlaBZQvDDdGppAyKSytoHeIJQHBDJwp1Mm3lCrKUElf1EumyREmlCWWVLbFSH8NH1YaZn20lLS0fhUKik2YaxxI2snbvVryvjKEsdDmRLfpz6FAyy5fGML73R+xZf4XTK3eBVS5jhk3m/W1PGNt26VwJDdOe4v23tmFqqsLPz5Gxj7VHL+v5atv7yCnBaIqbo9L3xcVNw+nTaQQHi/lXwr2jrLiS0sJKmnV0x8nT8Pl09bUxvt9zTFWCkg6eViQeySB680UatXbB1ExF694+RK05bwwOj2xKwdzKhKYdrv97rtPpGfNua8ytDEMf2w/y5+Da88b3d/52hl6PBhPa3dBjP/SVUE5HpdffSf8hJjqKTl0jef7ltzgVd4zVK34j4XQcjYKb8uKr7xB9eD9LfltAw6BgzM0t+Oarj/H1a8jE519HpVKxa/tGvpv9KZPf/BBTU0OvZ272VU6djOWxCS9SkJ/Lt9/OoqV0hTLJjL3qjljrC2lbHkVxvqG82tQCM7Ulp4+dJrRNGCMff4ytO3+n8LQ1LuaGecqyLGOeH0Rhfj7jn3wRCwtLog/vZ+f29Zj5VQWIWm0laedysfXR8/jQ6Vjb2PL1zA9RmirwamHJiD5vk3blMrtiy1m4ZgoP9XgNb7fGFJfmc+biYRw1nsakNQBlldUX+D1T4oG5SSozl/2OmYkpka3bUlBcTEmeoaduWJfuxKclsnjnVnIKCrAyN0ejdgDARKXk2uDUaz2i13o3/8zb2QU/dw9srHJpHK5GL8s42NjQ1NefyNZtcHG04avVcXXuN6pHb9Yf3M+yPTsJ8PBiRLdezF617LZ+N4R7gwgOBUGod/fzXJ37zZ+HTjnqDH/8t8ans+DXaArzSuhgArnFFXgCJSWVjB63nnY9HGgd7sq7r3Rh7tJDJJ8ppH2IH21be1BUUsHn8/dx4GAqpaWVLFmagKudDScT06mo0BIVk0KLYDcszA03mGZqE3ZXSNhJChwlGX+lniBgv1ZJuTaHfs368vOCw7SNaMDoMW3R6WUuX8rBw7MHhYVlzP5qJ58OXYSVlZpDh5LRanVcTXBg0rMdMVEp+WXRQRL2K9jximEe0On4NHauymJAj0jCwnzQ62USEtKRZZnnu7/Lz5ejuKop4sFHQ7DVWHA6/grz5+7l5Vd74uFhd5f+lwShOktbNW37+/L1c7sJauVCo1YuhPbwwt7VAr1Oz+aFCRzdmkJ+VinaCj3aSj0BYVVL/bQf1ICPRm0lN6MEOxcLDqxJpk1fX5QqxXWPae9qaQwMATROZhTmlgGGnseC7DJ8m9gb35ckCZ/G9uRmlNTrubu6eRDZZyAAnbtGsnPrepRKJR27GAKknr0fZOe2DVxIPkt5WSkgM3zkeGNw89DDY3n3jeeJjztOi5atAcOwzeEjx2NuboGbuydpChecdFmsM++HLCkoVNhQrFOhLK+a3mBhZouZZQmx6Us4sGI+Xq7BBDcLJ/rgQdq27caVS6kotZYMG/UodrYuAPTuO5iog9uozK8aCqrX6/Fq7Eh+RYqxNzM3Jxs7XxWmFkocnVxwdHKhcdPmbNj3HSu2f0puQQaW5rb4ujf7y55EPUqO5XtzfvpEVsWmMn3Tabz0l8jRumNiomR31FmeHN2FwR27GPe5cCmbjz6MBiDYx5efprxTrU4njYbPn36BNb/8z7itfVgAy9bF8PP/3sDEpPbi9m+MHMvy9THMIaba9l6t2tCrVfVzaBNcNW+yruML9zYRHAqCINynVsWmVhvCmynrQAHTfj6O3ssCJaCXobCojJScEs6eyyM/vxy1hQInJwssrVWUV2hJOF6IyzPWuDpZE3vKkI3O3FzFol/j2bbjIj/Mf4DNUfHsPXKBk4npPDO6evIfN40FqXmlZMtwRi/TQ6XFy/QiOpME+jX5mO82nKRJEw8cnQwJHFxcDD0khYVltc5Jr5cZMjTMWKZrt0b89uth9HoZhUJiy+ZThLTwom+/5sZ93D0Mw96uZhUSE3OR/73THzt7Q+r1jp0CSUzM4MD+cwwdFl6PV18Q/p4x77Sh24hA4g+kc2JPKmu+OcmTn7bncmIe239JZOgrobg3tEVtoWLN7JMU5lR9XjwD7fBqpOHg2vOEdPEgJT6Xce/dOCmXUlVjgp0kIdfsRPoHVh5wc/f8UxMkrKxtqm1TKlWYW1hSVFRIRloqOdlXeXPSxGp1VFZWkH010/jazs4Bc/OquYEqtSWFZWXIUlWwnIcr5lLVQ0tJgtZhPendd45x26GoPaxbbVhSSao0RyGpmPF+9cBGq62kdZOqJZEUCiWPDXvPOOcOoFPXSLZvWYel3pttm9fSvEU4zi5u9O/8LP07P1vndQnybU2cyWwqqZ7121JRgqe1jkX74pm55TROylSUJnoulGmwCvJl8rRVqNUqOrZuSHZeMTEnU+jdpXYSnb/y9JhOfP/bfkY88z2TJvbEyd6a5JSrLFsXw4y3B2NtJRa1/68QwaEg/Mvp9TLPT97JqnVnycktw9vLmsZBDqz45cF6O8bFlAKCWy1k7+bhhLVwqbd6hRubsTmx2txOSaVA9rVEezwPyVSB1kxJSkUFwc2tSLhUhEoNoe00VFToKCqqJC4uG71exjfQgsKSck4mprNuewIAXbt48/Gnh3B1saRTe08Ky4tZvfU0GmtzghpU9WCcTExnmL+GRSfKKKzU4yDJqCQZU4sNtGw4gWCvJrRuU8S33+wiMNCFgEAXWoR6YWdnWec5qVQKY2AIYGtrjk6np7S0AktLNZcv59K6jV+d+16+nIssw0fTNlbbrtXqCAgUv5fC3VUzQcq14faegXb0GhvM18/v5uC6C5SVaGnW0Z02fX0Bw/DGzJRCzK1MqtXXYaA/W39KoCi/HP8QR1z+NCz1VplbmWLjYMbFuByCwl2Mx70Yn4ONQ/0GBQpljV4pSUKhqL5NwrDEjSzLuHt4M2rsU7XqsbCo+g6pWWeotx1xSbnVtikVEkEuVtwsWa/HytqGZ16YUus9tVlVD6RKpaoWGAJE9hlIy/C2JJw+SeLpOLZuWs2QYWNoHdHphsesK+u3mUpBkE0mm/auINAMinUWHC8KokI2xaJZIFZW5nz45UYup+fh4mjNqCE37om8HndXDXtWvMKb01fTd/Rsysq1eHvY0bNTMGpTES78l4j/bUH4l9u07QI//x7P5pVD8PWxwdxMRR3JRIX70JU61pWUQjTIulzk/VdBJZEQaIVKAc0amrFwRTQdIryIOZHGlq3n0RVdZtiIhpQWn2XN7ji83GwZ8kBTvv4piq6dvZn7bRxDHwoyZC0N82bDrkQiWnpXy+ZnbmaCvrCUdqZ6ytFRLMMlUwsmRM41Di1+ZGQbOncJ5HR8OnFxqWxYf5LHHu+Aqo4hcDVvsq71ZNzM76xeNvQGvPxqT5TK6vXUNUxKEP4pNXv5c9KKmffREfKGFtC/gzdXU4tITcqn0xB/SgorOLr1EmePZWGlUbNrcRJXU4trJYYJj/Rm+cxj7F12jhFTwv52G7uOCGTrzwk4+1jj5mfD3hXnyL9aho3j7WearhkQR+rLcb2F/T28fIiNOYilpTXmFrWzhl6Pn5MlxXmWnFGYG4/dXK3BzUZdrVzKhXO1Xru4GOZtenr5UlRYgCRJOPyxruCtcHJ2xcnZlY6de7J88U8citrzl8Fh3XP2WzAw1AO/19dT82tQkiRo4E3Skom16tKmzL7hNl8vh1plAvycWfLdEzV3MxrStyXalJY3PAfh/ieCQ0H4l0s+n4eriyVtW4mEHP827hpzUmsEiJJKgdTaAQxTcdADJ4BsG3P2v153OvrRw0KqvZ7z/gBij2WgVEoMHWLIMltQWIZCIdE21Kta2YY+Drz0WPUFoq/dEL60+Fi1HhIPDzt69Azm2292c+TweSLa+d/yOXt62nHmTEad+3p6apBlKCwoEz2Fwj2lZi+/TgHqQi37v4wj5vM4rO3NaNXbh15jgykv0XL1SjGzn9+DiVpJ235+tHrAm/Tkgmp1mlma0LKHFzHbL9Hyj8Q0f0ePUUEUZJfy89TDIEFEfz9adPWgIKf28O+bUTMgTs0r5Xx5MZaa4puuo2V4W3bv2MSCebOI7DMQjb0Debk5nDoZS0T7LsY5fnVxtFKz//mq77xFCxPR6aqPo7144Rzbt6yjeYtwzp1NJPrwAR4ZMwGAgKDG+Po1ZMG8WfQdMAxnFzcKC/JJPH2SgKAmNPCvve4uQGVFBWtXLaZ5aCvs7R0pLMznfPIZvH0a3NQ5X2/Ofl3f99e2C0J9EsGhIPyLTXh+K4sWnwbAwmUW3l7WdGrnydXsUuOw0shBy2kUaI+tjZoFi+JQSBKPDGvEh//rgEJh6Lb5bVkCs+cd40xSLuZmKjq08+CT9zvh4XbzQ3SE+lfXECQThQQSVOqqnjHfylIi5eU60tKKmPH5YSJ7+eHsbEFmdhFrtycQEuyGvebGT+9r3hDm5hTzw6+Hyc9oRP/W3mRfLSLtSh7tO9zeEhM9ezVm3ty9ODqeICzMBxlITEinXXt/nJ1tCAv34ddfDjFgYCieXnaUlFRwNikTB0dLQkK8/rJ+QbgTavbyV6gVxISYIwHnp/et9p6FjSlPzuhwU/XmZ5cS3ssbtXn127mI/n5E9K8aft3vyab0e7LpDcsoVQqGvtKSoa9U9Qx9NHIzDUKqL3tws2oGxGBYbD02Je+m6zA1VfP086+zfu0yflowh7LSUmxsNTQMaFRtWOnt6tQ1krQrl9m+ZR2majWRfQYSEmpY2kOSJMY/9RKb1q9g2W8LKSoqwMraBr8GAYS1an/dOiWFgtLSYn5fNJ/CgnwsLa0IbhpC/wHD/1Zb6/q+F8tECXeCCA4F4V9sxged8PK05qff4tm7eThKhcSb7+2vVW7x8kSefqIFO9YN5URcFmMnbia0uTPDBhv+6FRU6HhrUluCGtpxNaeUt9/fz9inNrF19UP/9CkJf3K9ZUPq2naz2WPXrE1i0pTdNA524NPpXYk+kcqiVbF4utoyalDoX+5fq4dEArNKHYc2neTE5pNY25gRFu5D9x7BJCdn3fI5N27izvjHO7BpYxw7tidgZqbC18/RGGw+MrINWzafYu2aY+TllWJhYYq3jz0BAU3/omZBuHPqu9enOL+chMMZnD6YwZu/9vrrHW5Cdloxp6PSCWjphE4ns2/lOS4n5RvXQbxVdQ17323WpVbOm0lTPqhV7p0PvzT+bG1jy8Mjx1/3OJF9Bhqzn14zeOjoWuVGja0+9PLNdz+9bp3XmJmZM3DISAYOGVnn+63adKBVm+qBvEqlYuSjtedI/l1imSjhnyLJ99Dko/DwcDk6OvpuN0MQ/lW+mBPDtz8cJyF6HGDoTazZc1hermPXhmHGffoNXYmXpzXfzOxRZ52JSTmEdljEmdhxeLpbi4Q0glFd82KAOntIBOG/omaPOhh6fT4a3Oy2bu5f67WMwuxSKtM34hdYwBs713Fm/0F+fPoVriQkEdCuNU8smMMrDUJ49/AOGoT/9YOdX1+bQdRWJSbWvsiyjJufDf0mNqNx2+sP3XzZrzk9nnmCPq8+V+u99tN31BkQe2iuP8RdEAQDSZKOyrJ8V1Jsi55DQRBo2rj6sCE3V0uyrlb9UY89kcm0Tw9x4tRVcnPLjMlBLqcW4elu/U82VbjHiXkxglBbfff6qHNn49ckkKGrPkFtaRheuejFKXiFNOXldYtRW1piYWvDrCsJWDs63FSdg9+eSP/JFVg72P914ZsghkEKwv1JBIeCIGBiUj2zoyRJ6PWGCLC4uJIBD6+ia0dvvv+6F06O5mTnlNHjwWVUVOjqqk74DxM3hIJQt+slGrkdmWeT6fH04zh4ed5wm8b15kdymFlZYVaP08jFMEhBuD/VziMuCMJ9b1VsKu2n78Dv9fV8veMsJeW3H8Qlns3lanYZU9+IoEOEB0EB9mReLanH1gr/JgNDPfhocDM8NIZkGx4a89seOicI/1WV5eUsenEKz7oGMt7clakRPUncF0XWhRTGKOwoyS9g/vhnGaOwY+/CX+vcdq1scnSssd4rCWeYOWAET2q8ecLak6ntenHp5CkAVrw7nSnNIoxlk4/E8EnkYJ528meCrTfvd+xNUtThWzqPgaEe7H+9G+en92X/693E94Ag3AdEz6Eg/MvUnNtSUFpJaUkFq2JTb+sPs5eHFWq1km9/OMGT45qTkJTD+x8frO9mC/8i9dlDIgj/RYsnv8Ohpat4/PuvcGrgy6bP5/DpA0P5OOEws64k8GrDlgz98G3aDB+EubUVzXp3r7bNwtaG/IzqCZ9yr6TxQccHCGjfhslbVmKhsSX58FH0NZZ3uKassIj2o4Yx8ouPkCSJbV/P47O+w5hx5uhND1UVBOH+Uy89h5Ik/SBJUqYkSXF/2mYvSdJWSZKS/vjXrj6OJQjCjdWVPlz+Y/vtcHK0YN6snqzdeI6WnRYx7dPDTJ/asR5aKgiCINRUXlzM9m9/YPj0d2nRNxKP4CDGffs5ti5O7PjmBzSuLkiShIWtDRpXF9SWlrW2mZrXnuO7bfZ81JYWPLdkIf6tw3ALbEj7UcPxadGsznY07taJ9qMfxiM4CPdGgYz+6hNMzMw4sWnbnb4EgiDcRfXVc7gQ+Br46U/bXge2y7I8XZKk1/94/Vo9HU8QhOuomT7copkGi2Ya4/a5s3pWe3/zyiG16qhZ5qGBgTw0sPqCvyUZzxt/9vG2qfZaEARBuD0Z586jq6wkoH0b4zaFUknDiFaknr69h3wAF4+dILBDW1SmpjdVviAzi+Vvf0j8rn0UZGSi1+mpKC0lO+XybbdBEIR7X70Eh7Is75EkybfG5gFAlz9+/hHYhQgOBeGOE9kiBUEQ7mN/pIOWpJorAta97VbrvVlzx04kPyOLkZ9/iKOvNyZqNdN7DEBbUXn7bRAE4Z53JxPSuMiynAbwx7/Od/BYgiD8YVJkEOYmymrbRLZIQbg3PDtlEZ99u/m290/LyKN9/2mcTkq7bpnTSWm07z+NtIy82z6O8M/6cxKxR1ZfQmFiwpl9VXO79TodZ6OO4B58+9/jPqEhnNl3EG1FxU2VP7PvED2fnUCLvpF4NgnGzNqKvLSM2z6+IAj3h7uerVSSpAmSJEVLkhSdlZX11zsIgnBDIlukIAjC/eNaErHUvFJk4HKJzJUW3fnp1f9xfMMWUk8nsnDiK+RnZNHj6fG3fZzuT4+nrKiYr4ePI/lIDBlnk4n6bRkXj52ss7xroD8/QgngAAAgAElEQVQHfllCanwCyUdimDNi/E0PSRUE4f51J7OVZkiS5CbLcpokSW5AZl2FZFmeC8wFCA8Pv7UxD4Ig1ElkixQEQbg/1JVELKnjcMxMlMx77FlK8vLxCW3OqxuXonFzve3j2Hu48+bu9fw++X981O1BJEnCs1kwj333RZ3lH//+K3548iX+F94VO3dXBr3zGgVZV2/7+IIg3B8k+RbHoF+3IsOcw3WyLDf94/UMIPtPCWnsZVmefKM6wsPD5ejo6HppjyAIgnD/evvdX8nLK+arL564202pV89OWYSvlyNWVmas2RSLpJB4oGsznh7XDYVCorJSx7xfdrNl1ykKi8rw9XJkwujOtGnZADAMK33o8TnM/3wcwQFuABw8eo4v520lPTOfRgFuDHogjKmfrWbZ/Kdxc9HczdMVboLf6+up605MAs5P7/tPN0cQhHuAJElHZVkOvxvHrq+lLH4DooAgSZIuS5I0HpgO9JQkKQno+cdrQRAEQahXqVdyaBH+EqfiU+52U27Klt2nUCokvp0xhpef7MWSNYfZvjcegA+/XEdsXArvvjqAn75+nAe6N2Py+0tIOl/3XK+MrAKmfLiMVqF+LPxyPA/1C2fOwh3/5OkIf9P1koWJJGKCINwN9ZWtdMR13upeH/ULgiAIwt+19bNNlBaU8uDUQXe1Hb5ejjwxqjMA3h4OrNlyjOjjFwgOdGfbnlMsm/8Mrs62ADzUL5zoYxdYvTGWV5/uXauulRtjcHGy5aUJvZAkCR8vRy5dyWHeoj3/6DkJt29SZBBTVpysNrRUJBETBOFuuZNzDgVBEIT/oJUHx2Buak/vlnXPZbpZyRnbOHPFjawL/sz/YStnz6UjSRJNGnsx6ZVBNPBzAaDvg+8DMHLMTADCWvrz/dxnAVi15hA//byTy6nZ2KhNCfd0pZ9ej0Jx9/KxNfR1qvba0d6a3PwSzpxLR5Zh1DNzq71fUakjrLlPnXVdvHSVJkHu1ZY4aNpIzDe+n1ybHz5jcyJX8kpx15gzKTJIzBsXBOGuEMGhIAiCcE/ycepIA5eepJxOYOSIzgQEuFNeXsm877fwwkvzWbH0NUxMVCz68SVGPTqTOV89SWCAOyZ/LOWyfGUU33y7kcmvDKJxYy+Wf76BpYfiWLJ0Pw8P73jXzkupqr7UjATIehm9LCNJMP/zcaiU1YNXtdqkzrrqKW2AcJeJJGKCINwrRHAoCIIg3FO0unKyL1wl7eJVvhv8LRp3DWFDW+Hjbehxe8DPh23bjvNe/89o4OKAfQvDTbWtrQWOjjYcXHSAs/uSWJCURLi1hsQvd9Fl2TM09nCmg78XS5btJ8TBgb1zd/HYogmoTKv+FG7+eAMVpRX0f3dgvZzLqtjUaj1CXkXl+F2nbGADF2QZsnOLCGvue1P1+3o7sutAArIsG3sPTyVcqZe2C4IgCP89IjgUBEEQblultpTtJ6Zw5sp6TFQWtGxQfR22eVva0KLBOFo1fMq4bfG+h3C0CaJ78w+NZZp4D6OgNJWzVzZifWIQealmVNheov3UUPLPuPPmO7+S8V42Op0l2godMlDePobGbUcS9X2yse7k9G3EJi+mIKUB2fnF7CgpRZYr+KXnW+i1evR6PZJSQUDHAPZ8t5Pkg+cI7GSY21VeXM65qLNEvtanXq7NtfXrrs0lS80rpTKrGMesojrLe3s40KtLEz78Yh3Pje9OoL8rBYVlxJ68iLurhi7tGtXaZ2DvUH5feYgv521lUJ8wki9msmpTTL20XxAEQfjvuXuTLgRBEP4jlj4whp2vvH+3m3FH7D71Hhez9vJg63kMbbeYzPw4LmcfuuV6jp6bS1qBE+tPvUX2XkcumqnBvAQLJxO+XLIThcaUdq4qhkw8wedzOqFUKrCxcyW6cgpN+jYGoLgsizVHnsDOqgGSbBiG2XFAAn2f3ML3P4zipd4RPNMpnOVLXkOlNiGoayPit8QZ25C4MwFTC1P8Wjeol2tT1/p1elkmNiXvuvu8+UI/+vZozpwFO3lk4ndMfm8Jx05dMiaoqcnV2ZZpbwzhYEwyY5+fz+LVR3jq0a710n7h5sh6PTHfT2XtUx1YPqoZWfFH7tixdn8wjtgfP7xj9QuCIIieQ0EQBOG2VGiLiUv5ncgWn+Hr3AWAyNCZzN1860szqVQt+GRbKDb5RahkcMktpCLHl1UTTpOcnkEfexdcLG3p0m406Qec0en05Gx0w1oxmhj9UQASU9dja+GNr1NnylzicZaKMNe3xsb+GJ6edlyxtqRUVuDtZRie2qR3c35/bhGFWYVYO1kTvyWO4O6NUSjr57nplbzSWtuu+jVEqrHtrZf6/+k6KBn/SCfGP9KpzjrdXDTsX/tGtW3tWjWkXauG1bZFdml6e40Wbln68b1c2LOKzm8uwNLZE1OrugP5+hDx4hdISnHrJgjCnSN6DgVBEITbkld8AZ2+Ajf7MOM2U5Uljja1hz/+lehLTpRW6pD+SLCSYmWB7JbKiY5abG0sKAq2IqfDBhL3qZkxaw0KhUSLAS3RPvQzzQc7o0QiJjoNS0UIpRWVqMxMeGpCb7auKyD+YCApKTmk5xVy7HIG3y/YBoBTAyec/J05ve0U2ReukpmUQePI+guqxPp1/w1FGSmYa5xwCGyBmcYRharu5EE3otdW3lQ5UytbTMwtb7l+QRCEmyUePwmCIPwDZL2e/e/O5OSCJUgKBcEjBtDxg1eRFArKcvPZ/dpHJG/cibasHPe2oXT55A0cggMAOLVoJbte/YA+P81kz+vTKbychneXCCLnfUzKzgPsf/dzSrJyaNCnKz1mvYfK3MxwTFnm6Bffc3LBEorSMtE08Cb8pccJfvjB+jqrvywhSYpaKTX1cvUb4ZIKHTnFhgye2WZqtJKEqU4PJpWkS5XM+HgsH32ymH0HO3BIc4IOHq5szkzH1k1Dlj6P8iQtba00HD2gY9cGiYbu+xng5sHggW0prkxmwY/ZjH/sZ5SyhJOVBa3dWxuP3bR3M44uO0JZfilujd2x87Svh+tiINav+/eL/u5NLu5dA8DyUc2wcHSn14y1xP0+k0tRG6gsLULj3Yhmj7yCY1BLALLij7Bn2mO0e3U2p1d8Q97FBCJe/AK30M5cidnF6RVzKEg9h5nGCa+IPjQePNEYcO7+YBw2Xg0JffRNAMryrxIzfyoZcVGY2dgTPHgiSRt/wqNVTxoPedrYrtDH/kdmXBTpx/ehtrGnyZBn8O7Qv44zEgThv04Eh4IgCP+AhCXrCJ04muHbfiXrZAIbH5uEc2gTGg3ty5an3iA36Tz9f/saMztbDkz9gpWDJjA2dqMx0NOVVxDz1QJ6fz8DXUUF60e9wPrRL6BUq+m7aBZlOXmsG/k8x+f9Rtjz4wA48N6XnF21ma6fvY1dgB9ph4+x7bn/Yaaxwa93l9s6jz9n3/SykxjQSEVabgwaS8M6fJXaEq4WJhpfm5s6UFyeYdxfqysjp/AszrZNjfXlllQY369UKoh2smNAtoRJizxiMcXP3pYpj3RgX8J0urR6lf0zT7Jg6ljcgt1IXhBCWmwhQeZWPPyZCWfTNhOcNo2z+5IACAzJpu8TW3m850EOf3OK0oJSeke2NB4vsEsj9s7bzYn1J+j2XPfbuibXI9av+/cLGf06Fo7uXNi9km7v/Y6kUHDyt89JPbSZsCfex9LZk6SNP7Hvk6eI/HQ95nZVa1zG/T6T5iMnYenihYmZJekn9nNkzuuEjH4Nx0bhlGSnEfvD++i1FTR/5NU6jx/97VuU5WfR6Y35KE3NOPHLp5RcrZ2tNmHltzQd/iJNh73Ihd0riJ73PxwahWHp6H7Hro0gCPcnERwKgiD8A+yD/Il463kA7AL8iFu4lEu7onAJbULyhh08tPEnPDu0AiBy3sd837gbCYvX0nTsUAD0Wi1dP/sf9oGGhRCChvYjdvaPTDi3D3NHOwAa9OnG5T2HCHt+HJXFJcR8vZDBq+bj0d4wB9DW15P0oyc4Pu/Xmw4OJ22bh4+tC8+2erBW9s2UXJnTmR1QHnsPc1MHrMxciEqciSxX9ZR5O7UnLuV3/F17YW7qwKEzs9DLWuP7MzYn0qPG2g4HXB0pUanoejycVgWmrDy6HDtfa/AqwD3MiZYPhbPnu13oKrRIbj4EDHQgflEmIb6jOXpuLhcy96DTO5B0ZQMnLiwCQKo108/A1MKUgI6BJO07Q0Cn+u/RE+vX/buZWFijMrNEUigx0ziiLSsheftiwh6filuoYd5oy8feJiv+EMnbfqPJ0OeN+zYe/DQuzdoZXyeunktg37H4dh4EgJWLF00ffpEj30yh2YhXjEuVXFN45TwZJ/fT5d1FODQMASD8yQ/Y+GJkrXZ6d+hv7Cls/NCznN38C9kJR7HsIIJDQRCqE8GhIAjCP8CxafXAw9LVmdKsHHISk5EUCtzatDC+p7a1xrFxINkJ54zblGpTY2AIYOHsgIWLozEwvLYtJ9GwT3bCOXRl5awcPKHaTaW+shIb79sLVurKvrnr/BAsTCtZc3g8KqU5oQ3GodWVGN9vHfAs+SWXWHXoMUxVlrQJfI6isqqexLqStiBJHHOyo2PEQvq3+o5A937kl1xi/tbXAGg/riPtxxkWsf9stQferfrSY+QoAPq3mstu86kUBFzh6LkQIoJeZvOxl1Eq1PR8pXed51WcW0xg5yBMzG59rpgg/Flx5iVknRaHwFDjNkmhxL5hCAWpydXKaho0qfY698JpcpLjSFz3Q9VGWUZXUUZZ3tVqvY4AhWnnQVJg51dVj4WDa61yALZegcafFUoVams7ygpybuscBUH4dxPBoSAIwnVcyD3J+7se4uNe23G09PxbdSlNanzdShKyXl9rPl71IlVBnUKlqvWewqT2NlmvBzD+O2DJHKw93aqVq7nfzaorkNPq1aw9/Sjnpy+pcx+1iTX9wudU29bCb6zxZ3eNOT/GflRrPw+NOa8MSDW+trXwqvb6mprb/F174u/a0/g65tx8TFXWWKgdau1bVlhKSmwKKTEXeWT26DrbLwi3wvhxrqujukbPn0pdPTGRrNcTPGginq171dpVbWNXa5t8g++OWodW1f7+udF3jyAI/10iOBQEQbgD/jw3b0RKHv5OxdS1+px9I39kvZ60Q8eMw0rLC4q4Gn+GxqMG3fbxHRo1RKk2pSDlCl6d2952PQA6Wc830WsJaHoEvV4mP9eFrDRfQAJJj6/PFUaunE5hRSk+ts482rwn4e5VPRWHUhOYG7OBjOI8ghw86R/Qho8OLObHBycxKTKIN1fHYOOchLlFAUqVFm2lGZG+1ds8ads8vG2dsTQxY+O5I0hI9PAL5fHQ3iikqsTbsckLcbULwcLUgSu5MUSd+YIm3sMMiXFq+O3ZXygrLCPi0fY4+Dr+rWsk/Lf8+fPdX3uWzhWGodJWLl4oVCZkJ8Zi5ewFgKzXkXP2OF4RfW5Yp51vMIVXzmPl6n1TbbBxbwCynrzz8dg3bA5ASXY6pblZf+PMBEH4rxPBoSAIQj2rOTevQqsjKjkbh9jUWvPP7Br60qBvd7a/8C49Zk1FrbHhwNQvMLW2otGwfrfdBlNrS8KeH8feNz8BWcajfTgVxSWkHzmOJClo9tiwm65r54Vj9GzQkhENh/H1nljs3M6grTQl96oHnt5n8XRWMLn9cBwtbDmcmsg7e35mVuTT+Nu5kVmcx/t7f6F/QFv6BLTmQl4638VsMNY9MNSDosoi5h/J4soFDxwtLekTZsrejN1EpvsS6lq1ft+OC8cYGNSOmT2f4lzuFaYfWEKAvQddfUOMZfKKz3M46StKK3KxNncjxHc0EUEv1Xle4358/DaurPBfV/PzXVBaSW5JJav++Hw36D6cuMVfYGqtwdLJk6RNP1GWn02DHg/fsN5Gg57iwGfPYuHohmebSCSlkoLLZ8k9F0ezES/XKm/t7odLs/bELHif0HFvoTRRc/K3z1CpzWr1UgqCINwsERwKgvCvIMsym5Lms/vCYvJKM3G28uGBgMeJ8B7A1eLLvLalOxNbz2L3+d85mxODg4UHI5q/SRPn9sY6Tmbs4fcT07hakoqfXTO6+I24rbbUNTdPq9czY3NinclJen3zIbtf+4g1Dz9jXMpi0Mq5xkyltyvi7RewcHbk6KwF7HhpKqbWVjg1b0TYi+NvqR57c2ueDuuPJEnYqe34IqocO8fLWOKOpW0Wn0VOxtlSA8CAoAhiM86y4exhnms1gHVJh3C1smdCyz5IkoSXjROXC7NZeHyLsf5RrYMY1br6nMxp+7LZdfFEteDQx8bQKwngaePIxnPRHMs4Vy047NpsKl2bTb3layUIN6uuz7csy8bPd9OHDQ8jjs59m8qSQjQ+wXSY/G2dcwH/zLV5e9q/OpvTK78jacOPSAolVm4++HQccN19wp/8gKPfv8ueDx9DbWNP4yHPUJx5GaWJ6d8/UUEQ/pOkWxmzfqeFh4fL0dHRd7sZgiDch1acmkn0lU2MaP4mrlZ+nMs5xo+xb/NU6y/wsG7Ia1u642rlx9Cmk3GzbsC6hG84nr6LT3rvwExlSU5JGlO29qKT7zC6NXiEy/mJLD45ndyyjFpzDisqKzC9wc2X3+vr61wBUALOT+9b/yd/B03aNg8nCw2T2w01botNP8vrO37g1bYP8enBZZipql+LSp2WFi7+TOs2jql7FmGuUte5/48PTsLVyg6dXs/i+N3sSTnJ1ZJ8KvU6tHodzZ39+KjbY8Z2eNo48kLrqqG2M6KWUlRRytTOY+7wVRCEKvfy57u8MJf1z3ajzTOf4NG651/vIAjCPUmSpKOyLIffjWOLnkPhnnQ0+ioTn9jPlh290dip73ZzhHtcubaELWcX8HL7Hwh0NHyXOll6cT73BDuTf2FUyDsA9Gw4lhZu3QAY3ORlDlxaxaW80wQ4hrPz/G84mLvzSPO3kCQJN2t/0osusOr0lzzy3pM08WmKhZkFv+1YgrezF7Fnj/Pja/MY2L5q6Gezx1vxRN/HcNcEkZpXSm7841i4jaayKJ7KopOYmNqyeGcpw7s+9M9fpFvw5/lU/oG5BLtcPxCWkPgq8mmUCmW17Wql4c+LjHzdEW6yXs/Lc35jT8YxbH0VDPHvRGRECGYqNQuObya/rLha+dKyShwGPsu2TycR2tCH4rIKNh09yUCPi4Q29Pl7J12HlIxsQp98x3g8QQBDEqXUOpIzuWvM6yh9Z2WeOoS2rBgbrwDKC3I4teQr1NZ2uDRv/9c7C4Ig1EEEh8I9qXmIPRu2RmKrqboplWU92/7P3nlGR1W0AfjZnmyy6b0XUiGBQAIk9BqKNFFAmoBUUayIgoKIIIgFQVFEAREBQeldILRAQgsltDRCSO+97Wb3+7GQsCQgNoh++5yTc3Lnzp2ZO7t377zztmPziEs6QGVVESbGDlhZNGFQn+UPaUnP/wPpJQko1VV8fnK8Tj67Go0SS3mdGaeTSZ3popmBDQDFVdpw7hkliXhYNNeJEOppUReOftPRXxnTcyT7Fm5Do9HQemqnB45nergP72y5TAFQkbMLQ5unMXd8lhCr60xd9jqhTdvgcidYRWPjfn+qKpWaK9kpbD2fyqCWWu3ptdzbWBqa4GflggYN+ZUltLD1bLA9FxMbTqVe1Sm7kZcKwPHYONYfjmLIGF+sFKaMD+2BVCJGo9GQVpyHsfSvmdX+VRytzLm6egGWJkZPdBx6Ghd3n+97TUsNJSKmh//9eTJ/D3WNiiubl1GWk4ZIaoCFZwCd3l2D2ED+2MeiR4+e/wZ64VBPo0QiEWJlpbswTEo5RuyNrQzpvxozE2fEIhmaBo179PxbmTX0MC7epkya1+oPXXfXPH5a6NdYGOomdRYJxbUh28XCup+8u0KghjupH37nu+Rq48L8F95/pPHc9St8/iLITNvi4daV6eE+PBU4AqehGzl1JbrRCocN+VOJxFUsPbOT4CbPkFyYyS/XjvNcsy44mVjR1a0Fn576lYkte9PEwpGSqnIuZt/E3tic9s7N6OvVmi3XT/Dt+T30bhLCraIs9iScBiA1uwBbcxOaOrhy7NYl4gpSMZHJ2RF3isyyfJpIn2yCbpFIiK25yRMdg57Gx93n+6523cHMkOnhPg36E//T2AW2w06vJdSjR8/fiF441PNEOX8uly+/uEpiQjFCkQA3N2PenRNEYWG1jlnpvPdjOHsmn/Bn7HC0C6KmRsPk8ScwVkj4fOlfC9Ovpz7Kmhp2nD/F+ZvxVFRX42hhxcBWYXja2hOfmcayA9uZ2LUPu2OiySoqxM7MgmGhnXCxtKltIyk7g50x0aTkZiOXymjm7Eb/lqEYSrXa4KX7t2Fnao6hVMbJ+KsIBAKq/AzR1DzaYvxe00cncwG+3hLyytPxsw6tVze3LPV323NQNOFc+n40Gk2t4JhUcKH2fIs7oeIflbsLxa/G9OOZTl1ry61MLckpyv1DbT1OGsplWFxoDRolr+z/GgEQ7hnM0z7aBekbbQezITaC72L2kVtRjEJqiI+lEy1sPQCwNTLn3Q4j+Pb8bnbEReFt6ciIZt34LPpXFm3Yi6pKw3sf7cGvvSnvKtegVKrJS1ai0qgos7lN1NVE2vo3rJVsiJNXEpizZitXktMwkRsyuGMwc0YPQCoRc/DcFcYtXkXSTx8jFolITM+m9YsfMKZXez6drI0k+eG6HZyPv8WWuS/XMys9cTmOAe8tZcvcl/lw3Q6u3UrH29mOz18cTnPPOmH/p4OnWLRxD/nFpXQM9KFbS3/e+nYTedu+/AufjJ7GxMAgxyciDOrRo0fPP41eONTzxFCp1Ex/7TT9B7rwwfxWqFRqrl8vQiis76DUvM0WIo64ceJgEBVVzUi43J/ExCDGvRQJtOXi1U2cPPMlk0YdRniPdmj3wbdQqioY2GsZAInJRzh5djl5BQkYya3xa9KH0OAXEYkkj+u2/xXsOHeSmFuJDA/rgqWxCRFXL/L1oZ28N3BEbZ1tZ08yOKQ9pnIj9l06y4pDu5nz9EjizxWw6qvTVHW8TXmkMebVjvR93YeTWRdZsXsf2RuMib+Yj/WYQpLssujsH8hrvZ9m5ZJTlLje5OivV9nrmgjAtyeewta5vknf/aaPtws0GGZ0Yd2FhWg0GrytQqhSlZNUcAEBQp2IpA+is/swDiSsYsPl+XR1H05qcRxHbm6sPS+X6ZppCQSCekmolSpVvXbFYt3vlkAgQN2IAoHdz/3+VLeTAgBtUvotz3atV18sFDEqsDujArs/sM22jr60dfStPd56PRJDsYxXB4Sx/lAUBz95C5FQwKeb97M98jxLpo7A1daKr3ccZsgHX3F6+RwWd59ASlYeizlW2844/14s++IUDNQep+cVMvSD5QzpHMKX00aRnJnDq1+tRygQMG/c07T1b0KVUklMQgohPu5ExsZjaWLMji9yyNn9G2t39iAyNoHurfwfOkfz1u1gzugB2JqbMPO7Xxi/YC3pq+3ZfLg3ErsKXvlqPe+N6k/fNoGcvJLAh+t2PtLc69Gj58/xw7RNlOaVMfWnsf8X/erR809SPyuwHj2PibIyFSUlSjp0tMPJ2Qg3dwW9ejvh7qGoVze861tMmKoi6XoI0qofuBDdloFDb2JkXA2Aj2c4VVUl3EqNqr1GqSwnITkCPy9twJDk25HsOTSDoGbPMWbINsI7zyMu6TeOn17yeG74X0KVUsmJuCv0b9mWpk5u2JlZMLRtJxQGco7fiK2tFx4YjJ+jCw7mlowI64qqpoYzCXHMH38C49AKWrh48sGsAfR/thmOJja0t21JUkkqLbpb8cW+cFy8TdEUSri+Wo2NiRmvvtoNUZ4cz+4GrDnTnzVn+mPl0HCAh4ZMH+NSwknN6MX+hFXMPtSXTyPHci7tgE6U0YdhKXfgxTZfEpt1nPcO9ufTo19w4nI3APLLquvVtzKxJKsgq/Y4uyCHzHuO/41cibqK48rvMK5R6pT/VX+qHXGnuJ57m8zSfCKSL7L+SgThHi1RyA0QCbWmm4YyKav3HWf26AH0DG6Gj7Mdn04ehrWpCd/vPfb7nQCr9h7D1tyExZOG4uNsR3hIAO+NGsB3e45RXlWNsaGMQA9nTlyOAyAyNp7xfTpSXllNVbWS8qpqYhJu0b6Z10P7mTm8Lx0CvPF2smP60N4kpWfXnvt291G6tPDllad70MTRltE929G3zR/TOuvRo6dh4iITmWI7g9I83WBVQz7sx9jlD88jqUePnkdDrznU88QwNZXyVH9npk09RUhra4JbW9G9hyO2dvUFAplMQRMvKS3anOPHNSKeGeKGt180FZXa8wYyU9xdOnAtfhfuLu0BiL95CKFQhKdrZwCizn9LcIuxNPPVhsI3M3WhQ9vX2HvobTq1fVMnEMn/M7mlRdSo1bjb2NeWCYVC3K1tySzKx8deK2y5W9vWnpdJJNibW5Kam0tZsRLMlVzJTuJ6brK2whlQVqlBBCGDbHCwViCPk9DUx5HdS1IpzK3EzMoAYbUYjVyFuc3Do/41ZPoIAq4kt2XX5HkNXvP9oBv1yoKnp2C+rBzuWIc1t+vMzQwv3jlWp5XMzGtFWd5iknJLda7tGNielXvW0No3GJFQxAc/foSB5PFF1n1/+DycvZ144f2/f8f63af8WXYq9W/zp0ovyWfjlaMUV5VjJTehb5PWjGjWlRWpR2rrJGfmolTV0MbXo7ZMJBIS7OvOjduZj9RPXGoWwT7uCIV1+55t/T2pVqm4mZFDUzdH2jXzIjI2nteeCSfySgITn+rMjyYpFJSUEX0tEYlIREsvt4f24+9aNxd2FqY65+JTswgPaaZT1srbjbW/nXyke9CjR88fx9Dk74sUu3TCR9h7OvHs26P+tjb16Pk3oRcO9TxW7vUTszeV4Zq4ltLcWPbt8CArcwzffHWNjz9rg1RaX6mt0UBWmj0ikWdlfnkAACAASURBVIDU1HICWuue9/Pux76IWSiVFUgkhlyL3423Rw/EYu2CPSvnKpnZlzkT831dm2hQqSopK8/F2OjhCYr/y+ikLrAS4G8DDYnKggZL65DIxHR91o3r6RdQVJoRZO1Dyy72WNgYMvf5o2SnlfP24hOgEmA+PB9ljhiQk3mrFDMrA9CA5hFk9H8ylHxDWkm1RkNMSqFO2fxxc3hp2es8NWsw1mbWfDDmXeJS4/9y/42BPgF2DOvk/be1N7lVXya3enj+t7smug1t0jzqts29/qIPaqN9My9W7T3G9dsZlFZU0sLTBRszE/Lzy4iMjSfYx52Vn11h3bc3yEgvQyrxI2J7BkFv1KWyuHGpiDFvHiHuSiEuXsYIjepMnx82Bj16+m9+kZ7u7XgpeMTvV/6PUaOq4YtnVmLvY4uhiSEn1kUjEAhoO6Qlg2b3QSgUEv3LeSJWRpIZn43EQIJ3mAfPzuuHmb0peSn5fP70twBM9/8AgLZDW/H80iH1zDuVVSq2ztvD2a0XqSipxKmpPYPf70uTNu6AVgP5+dPf8srmCWxfsI+065nYe9sw4pPBteMtzS/j53e2kxB9k7KCcqxcLeg+pSNhz4U85pnTo+fxohcO9Tw27vcTS7t0grT9m3j1i58Z0bMNZuYWTH/tHLt3pjBosFu96w/tNyA3W86K79rz6sunsLCxpXlIQe15D9dOCAViEpIjcHVqQ0paFIP7flvXgEZNaKspeHuG12tbbmj+t9/vv4X7P5ebeTX4WsHmM1eZ0lUb3EWtVnMzJ4tg9zpzu+ScLKwUpmyLSePTA9doapNFRJyGsSPaIEnLJSOniNh9BWxZnMg7K9uhKRLTtacXA8ZrhY6fLh7AysiM8NdbY9GAtnj78J6YN/FDamLKtZ9XgUCIz6DhhM5YwPRwH2ZtPk/whZ9oevs4suoyCkyd8Zsys/b6s19+ROy6FQzZfRr5nUA5v706msKkeJ7+5Sgbemh96Q68rF2kKRxdGHn0RoNaSYXbW/XK7C3t+PX99TplA8Ke0jku2pFR77rL352pV/ZH+Wr6N1yNvsbV6Gvs//E3AL48+gW56bmsW7ieW9dSkCsMade/HSPfeg6xVPtTr6xS8tPHG4jceZLykgrc/F0Z9c5wfIN9G+xHWaVkySvLyE3PZeaqGZhamTZY71G5dxPCwcyQAEVx7Tl3e2ukYjFR1xJxs7MCoKZGzdnrNxnc8dHyAPs427E9Mga1Wl2rPYy6mohULMbNXrv5o/U7VLFsy0Ha+nkiEgmxMTfh5q1bRMbmYxDvxIYrccz/MhRDSzX9pqzky9nXCfR1xMAFUAmZOuQ4YZ3tWbKmI5diM3llYp05sbezHefjb+mM6/5jPQ/no72LcDJ3ZFTbkbVlK49/T2lVCa91f5UbmTf4+exm0grTEAqE2JvaMa7dWJzMH82E/GE8v/NtvMxdebf9lL/c1pOkqqKKTQt+4OLhc8gMZXQa3pObF+IxMjdm5NwJlBeXseWT9Vw+GoOqWol7cy8GTx+BvacjFSXlvNvzFcYsfJGATnXpfK6dimXFK58zb9/nKCxMKMwuYNtnG7h2Sutu4N68CU+/ORwbFzsA9nyzlYuHztJ1VC/2fbeD/PRcnB1ac2JdFM6trGk11JOzO89w8OtjZKelMGnFZGqqa3hqeg82LlyJf1gQF3cmMKvtB1j6a+g/bQjPf/UsP0zdjKFLMSZWJjTv30TnvjOS0ti+5Geu7k9BVSrFq4stT738HNE/X+DLYasIHOyAsroScyttJORlo77Bv4cL0xdPZuuH+1jy7Nco5akknLvBsQ0RqMsNmPLtVGzd7bh+LIH107di4WiOb0fdfvXo+S+h9znU89i4XyMjzCvE2Hosmy7Kqakx4dLFIhLii3V8DvdczqDdwsM0eXEX2zYb0LrLIexNs+nmHc2BXU7kZBnX1hWLpHh79OB6/C6uJ+xDbmiJs0MwSqXWf8rGyo/8wpuYm7rU+7s3iM3/G/d/LjUaITcLFFy8dZkrqbfILMxnU/QxSirLae9TZy63//I5Vh2L4cNd57CRp6LRQGyGhHe2XMbEwp1yaSmBrwnx7WHMgZ03sGsnJF52A3s3BfZuCqQGIowUEuzdFMgMtPMvFApq004AxO/YiFAsZtCmCDrM+YxLa74kYfdmBgY58mb6OjwLrrOz9avsGfwVXgOHU/jxJHKvXQKg5ZS3MHXz5MjbkwG4sfUnkg/uovvnaxBJpQzecgKATvOX8/ypm7XHD9I+PokE1w9i7OzReAd50fmZTnwbtZxvo5YjFov4aNzHuPm7sWjnAiYvnEjkzpOs/6QuqM66Res5uTuKKYsmsWjnApy9nZk/dhEF2QX1+igvKWfB2EWUFpUy56d3/xbB8J0tl0krrEADpBVWsPdyBuXV2u+ekYGMsb3a88Ha7fx29go3bmfy5jcbySkqZlzvDo/Ux7jeHcnML2L6ip+5cTuTA2djmffjdsb36Yhcpo2Se9fvcPPRM7QP0G52WJkYU1mt5NzVFC7sKeeTle3p0ssJBxcj1E4FhA9x5Ifl1wAQpZqjqlbz+aoO+DYzp20XG1RedWavE/t2IuLCNZZtPUhiejbrfjvJ7uiLvzv2PfsS6dl7wx+Z0v9LatQ1fHF4Gd62XszrP5f3+r5LD/8eCAWPbzmjVNcPPNXY2PbZBhLO3WD8py/z0ooZpMelkHghrvb8ujnfkRybyITPXuGNtbORGkj5+qVPqa6sxlAhp2mH5pzbe0qnzXN7T+HbtikKCxOqK6pYNnEhYpmEaSvf4fU172JiZcZXkxdTXVFVe01eWg5n90UxbtFUZmych0AoQKYQkV+YiImtnBlb3sGxqS2xh64Tc+A0YcNDaNbdF7EMLh07RYexLVFXivFr05z1c7/jxOaDAEz7fgbebb3Z9NFqlFVan3BVtZKl4z/C2tmemlJD+s3ogdxSyPYvf2LYooEorI3JuFJE4oU48tJyAOg3oycpcde4duYCfd/oTkWhEidvD9r078D8Q5/x0akF+Hf0w9rNkg6j29CiT1PObL2AHj3/Zf5/V8R6Hjv3amQ0h79AkHAOkdVEqvffZsDBvdjYGaMwimf5xy9QUWmHsdV7zP1+K+Mcsth7OQiNXSbGiqPsP9efpo5p3NQ4s21jM+a/ZsDOiBMEBgWjrnQi/uYvpGfcIO5yPl6vG7Hix8106/UUocFT2Lp3KiYKB3w8wxEIROTlJ5CRfZlOoW88wZl5sjSkKbuWbY4AWH/yMOXVVThZWDOlWz9M5UZkF2vNK/u3bMsXBw7TxrmKkiop0Sk2iErALKGclSW3+WJiOAeunqUwKJsSiQBzuYL8A0qWzzxLr+GeVFfWkJ1axvJtZ3jxI62ZjoGRmJLiCrJul1GplGHm6UvrV2cDYObuxbVNq0k9eQSbwBAqI3fy2tHrzHZwqR333pTzXN3wPR0/+AKhSET3T1ex6ak2nFo0kyvrvyP0nYWYe2oDqxhaajVJMhNT5NZ2tW00pgTXDaHRaLi07iqycwryT5bxw4FNBDzjR5YsHSeNK6rDQtat+wUjKyPCfNuzf+0Bhr72LBqNhpjvY/G1aIYoW8rW6Xspz6/EReLOvjUH8LL24egnJ/Eva8HBuceITjqJhb0Fry2bhkgg4tC8Y8RuuU5lYSVW3pZ0frsdnl3cHnncDZnrKmvUVFbUBb+Z8/wAAF5eto6isgoCPJzYNHtqPb++B+FgacbPs19kzpqtdH5tIaZG2lQW747qp1OvfYA35+Nv0e5O4BmRSIiZkSHFFUZUV6kZ0fsAAoF2rmVVzdkjTMXFXbtpJSg1wKupKUbGdVFoNRZ1/qghvh4seXE4CzfsZuGG3XQK9GHaoB4sWL/roWPv1sWV0DZPNq9jY+SNZRNws/fEwFb7vFYoK0iLv0ZUXgXDQoYC4GBW5x+tqlGyYtvnHLt4kJKyIswUFnRt1Zvx/ab9bl8zj3zGmYzLnMm4zPqr2s9rfqdXmXV0CV/3ep/l59ZzLS+JpT1m4WHuzKJTK7mUfYNyZQVupk68HDySzq51/g55FYXMPraUk6kxWBia8mLL4fX6LKku45Oo7zmUHEVlTTX+Vp681XY8zawfHhTpYVSVVxK1/Tgj503At612Q++5OS8wu9drAGSnZBJ7NIZpK9+hSSvt79qoeROZ0/cNzu49RdigTgT3CeOHmd9QWVaBgZEh1ZXVXIw4x7BZYwA4tz8aNDDi/fG1ZtTDZo1hZveXiT1+kZY9tfOgUtUwat5ETCy1z7BAIEBmIsLa3YG+U54GwKmpE8V5hdw4fRVrB2d2f3KQnEsiUCs4+LnW0iKoWyindkRgamMGFGDlaE34hP5EbT9ORmIaAPkZeTg2daZNn84c/OQCwf1b0skijLc7TyXtRgoewa4knI/DwNyQziPCubTtO0IHt6UgL5W401dp2S1MO4FqAVIDKcbmJuxfeoRz2y9SmFmMqkqFSlmDd1idX7QePf9F9MKhnseGjp9Yu/GoFdYUXV+F/ZCv2P1qR5YtXsCubZv5+MsVuLh5MGDiW1TujqBy1PO06phAokobUGRrTDqjRDBoWDxFJTm8E123i2sib0JZsQqRKIve4W/yxqsdMTJWoFGrcXUMZVDvr4g6t4KzF9cgFIgwN3Olqc/AJzEdjYaG/PfUGgEFVY7MH1I/dcFd3K3tOBRvp5M6XixSIy1RY7SviHm7T2NmZUCHfmGMnB6AWCIk3iefnz65zMyhh1HXaLBzEdAm3KD2+ilP9eGL16N5afVeqitH8sKg0zp9ym3sqcjLIfdKDGg0bOzVUnfc1VU4tu1ce6xwdKXde58Q8dYEXLv0ptmIib87H40pwXVDRCw4wbkfLqF2VWIXZE3fEX3IvJzN+dPpWDha0O/DnijsjMmNy2PnGwewKLMm85bW7FGj1lBdqCJufyJDfxxISWYpG0Zt4eZPaRh1NiPs/WC+f3MNop9FmIdY8ubyVxGJRWx9cQ+FyYUMXN4HEwdjEg7e5OfR23hh3whsmz6ar25DmxBSSw8ElnULLZlEwoLxz7Bg/DMNtuFia6mTK/D+Y4Cwpk34bfH0h45lzugBzBk9QKcs2NeDV98dRL9Du1izozuOLsY65yUSIU6uxkx6qguxMXk6Yzj7zfu08/qltmxE91BGdK/Ltznr+19xv2Mq+yBkMjEy2V97JSuVNUgkor/URmPHWGaMjYktSTlJfHZwCf72foS4hWBpZAHA1mMbibwcwaznP8LOwoGcwmxuZyc/UtvvhE0iuSgNd1NnXm09GoCEghQAPotezVuh43ExscdIIie7PI8OzsG8EjIamUjK3sRjTPttPtue+RIPM23Oy5lHPie9NJvv+87HQCxj0amVpJXUmSBrNBqm7H0fY6mc5b3mYCpTsD3uEGN3vcOeod9iLbf4U3OUm5pNjaoG16b3PFuGMuw9tWa3WTczEAgFuAfW5Q81VMhxaOJEZlI6AE3bBSI1kHIp4jytn2pH7NEY0FBrZnr7WjJ56TlMbz9Zp29lZTW5qXXRe81szDmcUsriledIL6ygfUoBVho1Dl51eUEFAgFiqZii7EKWDfse3w5NMHWvoVWfYJp3CeHT/t8gFIqQGkixdLQGbgKguLNpVJKvNU+vKC0nISadT5//ADDhoyHvIpSoa+cEtL7Hdu4OiERaTbNILMLUypxbl5O431X4t+XHOPjNMYZ82B8HPztkRlK2L9hHSa5upFQ9ev5r6IVDPY+NezUyApkRGokhAqGItweHYmgoZ92qb1i09Fu6hWsDV5S3mYDxzShSY0/SN7Qldhl5fLkikZZjC0EBrT3HcHSTNrjMuV+/w8XWGoFAwJpFiXzw/lyU504j9WzJhY2rKc3NpMuUObg5t0OQoyHh9j7KCnIwLLVEYW+FRq1GcMdHSVlZTuz+zWRcj0GtrMbU3pVmvYZi7uj2hGbun+WvaMruFyxVhkJudTDE0cyQPW/XFyy9Ai14f22nB7bn6KHg423afHnbh/fE3Ew335xAIACNGo1GDQIBz2w5gfC+PIIiAwOd44zTJxCIRJSk36amqgqR7PcjijbWBNe/nkwmdvlZokJskOYm0qxagVOwA07BDkREH8YwQIxza+24zVxMafF8U/IX5yMQgFqtFeM1ag39loRjYCLDxs8Ksb0QVZaavou7c/38DYrFhUgtxORezSXlxm1Mjcy4svU6L58Zj6mTCQAhLwRx83gK59deoveibo809n8yiNAf5X7fR9u8aowR4e1vjkwmIu1WKe27NqzF8/Y3Y+2Ka3y08BQKEwl79iVSmK7doFIp1Xy2JJq1h45jY2DF8CEBaBTlrNl/gq6eQQwfvZ2srDIszA3o0tmVF8a1QCbVCnN79iWy5IvTHNj7XG1f23fEseHnq2Rll2FrY8Tw55rS/6k6jVKHLj/y2rTWnIvJ4PSZdAb292HqlFb/4Mw9HoQCARp0c4HWaOp+n7xsvDCRGuNj601MygV+Pb+FaV1fJsCxGdn5GThauxDg0RKBQICNuT1N3Zs/Ur8KqRESoQRDsaxWMLtZmArA1FYjaOdUtxllYWiK7z0bG5NbDuNIymkOJEUyueUwkgvTOH77LOv6L6alnfZ3bEHn1wnf+ELtNdHpl7iWl0Tk6PUY3AmcNi1kFBEp0eyIO8wLLRreJGkInaBimgr8aTi4E1AvP+u93L1EJBHTonsIZ/ecovVT7Ti79xTNu7ZCaiirbcPR24UxH9X3zZSb1gVoqkKo836pUqkprlZyq4HfgspCFaV5ZQyY2YsvXzyHmYNCVxATCJDc8Z9W16hrx6pR191P0/aB9Jk0mI+6Laf32CG06KudeyMzY7bNPoqhpRSR+L4NFEHDc5IYnUxATz/aPNuy9p6zE3MxNG08LgZ69PwT6IVDPY+N+zUyJoYSRHIpA4McuRZ7CaVSSXDbsNr6jhbGZNg2IzEvg+gaV7YpXYH9iOTa3cIrB7fg1aEPLPoCscyQs7+sRB6kFSx8fXzIjE4m7uguWvQbjcxIgUxhSvLZo1w7vJ3AvsMxc3ClOCuNCzt+QCgS4dGmGxqNhlPrvkAiMyR0xDQkhkakXDhJ5JrFdJ82HwOF2WOft3+av6Ip+7tNMO9d4DyfUoi7eRkNeZtZ+bcAjYbynCwcQx8sbCbt30b8jo30/3Efh6e/QNQn79Fu1se154USCRp1zQOvb0xsi0nj8x9i6FWjIc1Bjn02RCXksi0mjYFBjjg1ceT8xous6beRguRCqsuU1ChVSDVSbF1s0Wg0CEVCpCZiDEy0Czx1jZri0iIsrC0RSesWTG7NXZAmSZk3egHPvzAaNPBNxx90xlNTXYNbe2celcZirlsvMFZhBWkpxfiYGGOskDDpjWZ8MP0MGg206WhHWamS81E5CIUwcqIvg4Z78t6rUaxdGsfoqT6MG9aSBTPOArBy1QX6D/bAL0TBydhY3lx3Dnd7a94b2R9ZgQWthttjbS0nObmITz6PQioVMX5ciwbHeex4Cp8vPc3LU4MJCXbg9Jl0PlsSjaWFAe3C6uZ99dqLTBwfxNTJrR49rGsj5N5nv6VrBd52uulLbuffxsrYsvbYUGJA34A+9A3ow6e/fUZkQiQBjs3o2bofM75+kTHzB9LKty1t/NoT4tdOJ73Jn6HpfWae5cpKlp9bz5GU0+SW56NU11BdU42PhRsAiYUpCAVCAmzqov46KmywuUcbeCU3gUpVFe3W6pqbVtdUk2JdP5jVg6gXVKxGgq9AyC+7zjJpUm9tmxVVZCSmYuVsjZ2HAxq1hpuXEmvNSitKK0hPSKVN//a17Yb0CWPphI/ISErj2snLTFr6Wu05Z19Xzu+LwsjcGLmiThiMvXGdQ7/t5JUXxgOQW1pdz5xcA/WiPwNI5SLEMjFHVp1EVQUZ1/KIjLyqU8fI0hCBQEDswev4dm6CRl33pTc0NiQzMR07Dzs6jmnLoa8jsfeyx9LFnK1z91GSU4p7R21AmochEotQq9XYeFpxbvtFEqJvYmxhRMT3J8lNycc5oPFtHOrR83eiFw71PFbu1cisWHadtQnaBWlDYeynh/vw+lYR1AioRkS5QFLbBpfAr+tAyoXaRa5bq47kRe1CXFYCgIGhARq1+o4Q6Fbb5o2ju2ja8xkcm2qjHxqZW1OWn8PN0xF4tOlG7s3rFGXeps+MJYgk2gAW/t0GkXnjIrcvnMKrQ+8/dL8T536Dp7MdM8Y1btPVP6Ip87JzZOnoF2uvg7/HBPP+BU6VqoZTSXmY3hF+7sXM3Quv/sM4PGMCYe8sxLppEJVF+aRHH8PE2R2P8IGUZaVzZNZU2rwxF4fW7en26Sp2jOyFS6dwnNtrtV0KR1dSTx7BoXUHRFIZMtPGGbV2W0wab2y6iIWqbpFVJTfGKDeXz345S1dXBc0Dm5PwSSoFtnl0WdCBkpISts7bhUWBNbI7u/0eAe7kXyjkfEQMNs427F61h6qKaiw87zNfEwhw9nLC1s+cX7/cio3AkRf2DUco0V1giw0e/RXSWMx1G/J9VKk1JOZo/QbfmtcSa1tDvvk0lndePImxiZSmLSx4cbo2uq2RsYSw/pacP1zAt/Ou4+lrysKvwhg78BAikYBnn/HjWfxQqdT06L2B2c+1p0snV53+7O2MGTUigI0/X32gcLjh56uE9/Bg8CBtJFkXZxNuxOXx04YrOsJh1y5u9Ov75/3TGgP3P/vpRRbIZRfptHg1LsoyqoXxqMwMsDK2JKckh6ScRAzFBuSW5pJTksPtglS6+nQBwMvZj3Wzd3Hm+kkuxJ3h4/Vz8HDwYtGUr/+SgCi/L4fp4qjvOZF6jultXsDV1AEDsYx3jnxaG6zmwbq5OjQaNZaGZvzY/+N654yl8kceW72gYmIxKY5uKH/cxY0WrphYm3Lgu53aNCsIsHGxI6BzED/PX8Owd8dgqJCz66tfMTAypFWvOnNojxZemNtbsnbmNxiZKfAOqbPkCO4dyuEf97HytaX0mTIICztL8tJzOXfqNBp53d0ra9QNjrmsqn5QH7GBkOeXDmH7gn3kpYi4WpjMyMXPsmzYqto6RuaGPPVWd7Z/tJ91r/8KhnUB7CzsrcjKz2D121/TeXg4laUVrH5xAxUlVbgEOvDSxnFE7TmIsvrh82lqacat2CSGz+5KVmI2Xz63ComBhNBhwbQeHERGXPbDG9Cj51+OXjjU81i5d3dYcSMB0Z1IhW4eTZBKpZw5FYmLm9ZUp1+gHR+UJGHtpF082trYkAV4KGrIBkztnDh7SBu5TGqk9Q9SVpbX9iUQijC1qwtWUlVWQkVRPhd3/sjFXetqyzXqmto3eWH6LWqU1exZ9KrOuNUqJWUFOX/rXPxX+LtMMB+0aF+8/0aD7XdZ9C3nly/i1MezKMtMQ2ZqgU1gMI5tO6HRaDj81gSs/JsTOE4biMI+uB1Bk94kYsYEhuw6g4G5JWHvLOTkghn82GEtRrYOjDx64y/fx9/N3YVzjUZDoZkMlVCAQ3o5yT5+eJw+hfXmXxi/8WcmTpiE3NqQHFkGH7/1CUYKOU2dm1NaUGe+FdgugOjEc3w9YwVlxWUYO4pw8LIhqyipwb6HvzmM6jwVqauzSTibRNvhfy2/V2Mw123I91Hcx5S73zyBQMC4l/0Z97J/vXp3sbCTMW6GN9PfaFtb1nW0FWHt6wKjiMVCFAophQVaLUXE0Vts/uUaaWklVFSoqFFrak19G+JWShF9e3vqlAUG2BB5MlWnzNfbkn879z/7mYVuGMuKcDKPpuB2NjVF5nQJDKO0qgSpWEp2XjoasZC3t8zExNCEUI+29Amo27iTGxjRqUUPOrXoQc/W/Zi25HnSc2/jZOPaUPe67yXnYgSqkt8d8/nMK/T36kpPj3YAVKmquV2ciZup9vvtaeaMWqMmNjuOoDtmpeml2WSX59e24W/VhLyKQoQCAc4mdd+d2+np7Dt8mNz8fARCIRZmZoR36kxWTjaHTpyo1coBpKSnMcg8ju+KHahUi/A1LqOjZQEHZT44mViw49wRVHkVBDTxxCWvCLFMQuTZM4ha22BtY8AvR/YjlIkR2YsYO+klpAbaTVGNRkPU+fOY9vFCqVZhI3Am6fYtmrhp8wRWqKow6OWGUYGQX3bvQmwpp/paHrIAa6iBT1Z8AwKwa26jM2+nezcn7MwRjO7xr31+6RDWzVlJWUEpwQObEzywOe/3fYMOQ1vh38WHr7MW6bTR5/Xu9Hm9O8qqat4InVjbBmiD7exc9gsrX1+CqlqJeVNLQts2ZeDrzyGWiInao23Du51nvXYtXSz4OmsR2bcyWTd7JZ+Pm4eyspo5JxZj6dCwb/XdfvXo+S+hFw71PDbu3x0uqlAiKK+uNYsbOW4yC+fOxNzSEmdXd75f/gUVRXmMmDgc1yZuLAwfQsd9c/l2xXLCHBVEHj/KssUL7rSu1Tje6zcgFItr/Qi157Q7mM37jcLCWXfRdW8dmZEJHV6YUe+cRPbH/AzmLP+Zc1eTOHc1iU37TwKwc9nbZOYWsuSn3cTfysBYbkCvdi2YNqIPErH2cZw49xvcHKyRSMTsPnYegIFdQ5g2vM9fNo1qDBzd0gMTy6YEdVqiU37/on1DZ22SY8E95V0/Xln7v0giIeSVdwl55d0G++n3w+56Za1fm0Pr1+bUHrt164tbt4cnZ3/S3LtwVkqEXPE3J+R8DjUiG26HdMFZKmZeCxcUDsZELzvPcyOG4xRsT1LELY5+fFKnLaFIiLm1GSuPfsOvRz6msroU4wOtKYgvprA0m21xs1gSvZioWTdQq7TPy5iPRrKteA+nP72AqcIUu0AbKgoquXUyFXNXU3z/ZVqrv8v3USzWfRYFggbKALVGw5WrOcz94Dhjng+kzVQHjI2lRJ5M5auvzz20j4Z8xu4vMjD897/G73/2NQiJzwoiPisIE9UZbIr20NS8Cc7WrmzYD4IPfAAAIABJREFU9x01ShUBzi34cPRSth3fyI4DGxkarF2k/xKxDgsTKzwdvRGLxBw+vw+5gTFWZloh5fudy7ieEsviqSuA+u+lygojotOusjrqIgNbuKF+gH+em6kjh5JP0c2tLWKhmOXn1lOlqlNJuZs50d65Fe8f/5K5HV9GJpLycdR3yETS2jqhji0IsvPnpf3zeKPNODzMnMguy+fzPavo5BbC812fpUatJjs3F+ED/AcbQiTQEGxZyukqd74b0oaIyEhyq6rISErDv30gACVlZdj62zEgrB0qlZIDx45x4dYN3P20m7PnLl/izMULhHfrgq21NVfj49l+4ACjnh6MjVVdcCW1s5ynQ7tha2WNUCAgPvkmx0+fZsJzWlPZ/Vdz2L79mo7wHxPWjY+eDtAZ88i5E3SO39/9ab37+iRyhc6xRCZl6fk1OmU2Lna8sPilB87N/f0A9Jk8iD6TB9W14WrH6z+898A29Oj5r/Pvf6vo+dfQkGZIo6FWM/T23I/Yf2YnE8cORVmpAkt3rAfOQy0uRaNRI5FIWPb9T7zz8gQ+PppA0ytpTJ89j3FDBzygR10MjE0xMDGnLD8blxZhDdYxs3elqqwYgUCIkcWjRWF8EG+O6U9KRi5uDtZMfU67q61Wq3l54ff07dCSuVOGcDsrjw9X/IJAIOD10XXh9veeiKFfp2BWz5tKfEoGH674FSszE0Y+1fEvjakx05gCljQm7l84n2llRZVUSNDFPIzKlcgsDCm2NafVmOaEvhjMb+8dQVmpwqOzK53eCmPv24cabDe/JANv59ZUSAwRCssbrHOXfkvCObEkmkPzjlOcUYKhmQEOQXa4tWvY57CmRolIJGnw3JPmz/o+3qtdckwpBeNHf31ejs3BylrOmNGBtWWZmaUPuQJcXUy5dDmbvn3qkm1fupyNm+t/z+/5Qc8+QLGoJTJNJp9umAtAv3bP0i6gC8Vl2tycxaWFOtFI5QZyNkesJS0nBQECPJ18WDBpGQZS7e9IXnEuGbl12tf730vKohYIpIdYfHE2iy+pmN9J14rkLm+FTuC9Y0sYteMtTGTGjGo2gKoaXXvFBZ1eY86xpYzdNRNzAxNebDWcvIqi2vMCgYAVvd7ni7M/Muf4UvIqirA0MEVeIyPA1QczU61/vaW51tw9IzuLB2EgEVF5J72gSACX06QMcBMgLK+hhasPu6Ii0JhICOrZhqu3E1HV1NCnS1dMFFqzzB4dOrJxx3YKigoxNzXj7MWLBDdvjp+XdvOnfUgIqRnpnLl4kb7d6oJQBTULwMejbrNVJpUiAIzkWrPYp4NdEYrET9ycXI8ePY+OXjjU89i4f5EraDEIWgyqLZfJZJi3aUKBbwgqxQgAcoHTWTFQfQOvglwCmgWwfuMvRK75hN4zliAzUnCrUEVZQS4ZhzYQ0rottwpV3Io5QUoDY/Dt0p9Lu9cjMZBj6x2IpkZFYUYKlcUFeHfsi7WnP5bOTYhev4ymPZ/F2NqOqpIishJisfbwx8rNu4FWG0YhN0QiFmEgk2Jlpn0Bf7VxH1ZmJrz9wiCEQiHuTra8NLwPC1b+ypSh4RjeSdRtZW7C9LEDEAgEuDvakJKey0+7j/+nhcPGErCksVFv4SwQcCnQkivNrfh0SHOdRVbXWR3oOksbwicx7TyRl3/GcEkKn24chYNlE3pMGEen6WHMX6vdJc8uSAY/6DB0KF9tmQTA6j3ToR242DYFtBsWsbeOcN17G6XTsjA3sqKlTy9a+z2F4E7i8flrBxHeegLJmZdISr9AS+9edA8e84/PzZ/hz/g+1veHVXMqKa/W6uH3cHZSkJtTzoHfkmjW1JroM+kcPJz80GueG+bP7PeP4eNtSUiIPdGn0/nt4E3mf/DgAEz/Vhp69msRiJBaD+HXBqIfA4zuPZnRvevSKfQJfZo+oU8/sK+3RszVOa6ntVSaUZU+GAFwc6HWqmCQT4967TgqbFjVd4FO2bjmg3WOreTmfNVrjk7ZM77hOsdGUjkzwyYxM2xSbdneiAhOHj1DakI6ro6OeHt4YmKsm1rlft7r68dnh5MRqMrQaOC5tj5k/bKHj3/agVAkxPqZZnSd3A9zWwu4nYixkVGtYAhgb2ODQCAgr6AQuaGc0vJyHG3tdPpwsrMn6bbum9XO+vc3URuDObkePXoeHb1wqOex8XuaoZkrX+Zm2jkEgLxU60uoEZpwWNEdJ5Eph798jxplNb/kxvCMlTbXUkVVOW2mePHdS9pIikpVNR/99C63zh+nq6Ebwz7ozfRhc2jlrfUNcmvVEbFERnzkPq4e/BWRWIrCxgGPNtqFh0AgoO2oV7h2aCsxO36gqqwYAyMTLFyaPFDb+Ee4mZpNoLerjnlokK8bSlUNqZl5eLlq/U4CmrjomJQFervw9ab9lJZXYiw3qNduY+Lolh4ozH0QimSk3PgJADf/sQSEza8VJu4l5cZ6Ei5+haDgBh86SYmr8Gdj9miMTZxqF+3FBTeIjZxJTvpxNJoaTC2a0bLLV5haaRM8J1/9gbiYzykrvonc2BmPgIk0af5Sg/3923iQ0PzR0wEPXXApVVW09uuHjbkryppqIi9tZlPEAib1X8orz65i3f73aOIUTNumA5CKDWji1IrVe95iWLfZ2Fq4IRJqXw8xcQc4enEj4a3HY2/hSXZhCntOLUcoFBPi26e2v+OXfqZz0Ei6tRqDoJGHzfyji9U/6g97P+3CnBk2zJ+lX52luqqGkBB7XhjbnM+WnH7gNR3bu/DqtNZs/PkqS786g52tMa+/2kYnGM1/hbtz+P6OKxRWKHXO/dMbRI3RYqF3ly60Cgzg5u3bJCQnc+L0aQaE90IgENQLdKNWa82/ewfYM7i1B7E3rrP/6FFG9G+FaFDr2nor1v2Ihd0f809t0Kz5vmOJRL+M1KPnv4b+qdbz2Pg9zdA7I+bza/RZNGJ7qhXa/E6Ssn0UVMaxuPINbi7sS5dXm1MtrEba5ylkRgpOxh5BIpIQFNiJ1i27s2DdLPad3s68cZ/jZONK7L5vmPjJMPZ9HI21mS0AToFtcAps88BxSmSGBPYZTmCf4Q+s8zDuNT+zzClAYFC346tB8+Blc+NeT/8hbsdtxNV3FJ2fOUpx7mXORbyIgdwO76BX6tVV11Tj1/o9FObeVFfmYX1yFmEuP9Dpaa05ZEVpOkd/7YqlfSgdBuxGIjWjIPsMmjt5z25e+Z6r0fNo3vEzzG2CKMq7yvmIFxEIJTQJrJ+D69/Gn43y6esaqnP8VNjLfLJxBOm58Tjb+iMUCpGKDTA21JqsyQ20JmyGMkVtGcCJS5vp1nI0fq7azREzhS2FJU9z/sZeHeHQ37U9QV71NSz/Be7XLuX4a/M9Ft1TvnZ1/3rXbd/ybO3/kye0ZPKEljrnBw2oE3qU1TUY3uc/OLC/NwP7P9ha4XjEqEcY/b+DuwL7/Tko/2kTxMZgsfCge7axtKJNiyB+2bObK3E38PfyRqVSUVVdjUyqtTLJzs2r155GoyEzJwdHO63mr7ikhNLycizM60ySS8vKKC4trdVIZuZko9FosDQ3QyaVYiyXk5qZgYtj3dynZmbUmrg+CJFQ9NA8inr06Gn86IVDPY+N31vkKuQmyCRSKpCCSLtQrZH6IS6PwN5USnJmEiUVxYzsMYHoayfo03YQp6+fpIVXMBKxhPKqMjYeXsO8cZ/RqYV2kTpnzGKirx5n/cFVvPLMO//4PdY3P4NTiXXmZx5Otvx26iJqtbpWexhzPRmJWISTbd2ubmxCijbs+J2d28vxKVibmzR6reFdDOR2NO/4GQKBABNzH0oK40m4sLRB4dDNf0zdgakHLTov47efmlNemorc2InEy98glshp22s9wjvBHBTmdUFQrp35iGZh83FqojUlMzJxp6zoTZIur/hPCIfw58yyCkoyOBqzgbTcOMqritFoNGg0aorKcnlU3VNZZRHF5bnsifqavdF1wSDU6hruD9Zvb9VwkKf/Av+0dikru4yo6DTc3f97/oR/lMdtgvikU6zc/84oLi3h14NHqSgJoE+QG0XFxeTm5dG8aVPsbWyQiMUcj46mVWAgOXl5XLh6pV6bQqGQiJORdA1rh1gsJuLUSSzNzXF1dKqtIxaJ2BtxmC6hYahUKn47fhwPFxfMTbXfwZDmLYg8ewZzU1NsrbQBadIyM+n69OB6/d2LiUKBqqaG5NTb2FhaIRGLkUgap/+xHj16GkYvHOp5rPzei9/ZXE5SkZC7hkVqqTdoVAwLVHLmeiStvNsS2rQjc9dMB+DMtUg6NNcmvr+dlYyqRkmQV50pjUgoonmTYBLTH0+KgvvNz9QSA8QVRSzaEUMnTzOe7RnK+j3HWfj9Vp7r3Z7U7Hy+XL+HIeFhtf6GADkFxXzyww6e7RlKQkoma3ce5YWnuzXUZaPEwq61jkmSpV0brkbPRVldXK9uQXYM187Mpyj3ItWVBWjuCB0VJbeRGztRmHsRS/uwWsHwXqoqcqgoTSXmyEvEHJ1WW65Rq7TRjv6P2XR4AQq5JX3aTkEht0AoFLFi+zRq1PXziz2IuxqA3m0n42Tt+9C6EvG/Y+Piz/BPa5demLgbays5M9/+66brev44T9In7v53hkotwFikJOFKFKtunEIul+Pn5UXr5i0QiUT07daNo1FRxN64jpO9Pe2DQ9gTcVinTZFQSNuWLdkTcZiS0lLsbW0Z0DNc5zfZRKHA17MJW/ftpaKyElcnZ8I71fmztgwIoFqp5FhUFGUVFViYmdG/R0+dSKUN4WhnR3N/f3YfOkRFZSWhrVrRLvivpcDRo0fP40UvHOppVFgpZNhaWXKj2lC7i2thjhF+yNRxnL5+ndZ+7WjhGUx6XirJmUlcvnmBN4bOBqgVKhoO//54bDbvNz+rMHXCOOc6VddO0H3CMXYue5tlb7/Akp9289yMJSiMDOnVrgUvPddb57re7YNQqzU8P+tLBAIBA7qEMKJvh8dyD48TlbKMEzv6YePcheDuq5DJbaiuyOXolm6o70b+e4iQdzc9SVDnZVjahT6w3h8lOyeLqdMmsfDDT/D0bPL7FzQC7jVNczWHHvaphLeZiJudNmR8Rl4iak0DAT/ucNfH8O6cAhgbmqGQW1JQkkmgZ5d/9gYaMf+0dmnXNn2utP9X6r0z1CL2ZlvpBMS5lyZu7rW5Bu/i713f9LihevfT3N+f5v4N5/MUCASEtmpFaKtWDZ43VZjw5qTJDZ7r0aEjPTrUBU87+Ot5vvlgN79c/GPpIS5F32TmyFX8FP02phZGf+haPXr0/Hn0wqGeJ45OAuLiElp61BB5T2S6T38+welrJ0hKj2d0z0nIpAYEerTk252fIxFJCPDQ+vG42LojEUs5HxeNs40bADXqGi4mnKVv6MNNYf4u7jc/U0vkFDu0xNHMsPaeHGwsWDv/5Ye2IxKJmDFuIDPGDfxHx/t3ce9n+Ip9Ic5GqQTfYxabn3UaAyMHJFITnetKCm5QXZlLs9APMDLRLmTS8q/p1DGzbsHtuA2oa6rraQ8N5LYYGjlSVpSEq+/IPz3+OR/MwtnZlfFjtQmVLS2t+Pbr1ZgoTH7nysbB/aZpyQUaKq0N2BW9neFdrCgpz+PQuR8QCkQPbMPIwBSxSEpSegymxjaIRRIMpEZ0aD6UA6e/w0BqRBPHVtSoVWTmJ1FSnk+7gMfzXDUG9BEX9fwTNMaAOHr06Pn/Ri8c6nmi1EtArLYg+vpZVh85w8BWHpgamRPi2441+77GUCbH302bJyzEN4xvdy6htV87JGKtP4NcZsSwrmP4bPOHmCkscbJ2Ye2+FeQW5/Bct7GP5X4aQ3CDx01DYf6ryjPYumUyPbq+QVFeLHHnP8c3+O1618oVzghFMhIvfYNHwCRKCm5wJVo31LxnwCRuxn5H1L4R+AbPQCozpyD7LApzX8ysm+PXehYXjr2ORGaGnWsv1GolhTkxVJSm4xv81p+6J5FQhLnZwwMvNCbqR9MUcCi1Kx01UXy74xUsTOzo1mosvx79+IFtCIUierYez4mLmzh+aRPONn6MCv+QIK8eSMUGnLqyjYjz65CIpViZOhN8TzAaPXr0/Dn+S++M2NPJrP54P7fisxEKBTh5WNNlYHNWfLAbgKe8tJrD517uwohpXYnYfoEdP0SRmpSDVCahWWs3Jszqg5WdCVmpBcwcuQqAEW0WAtBtUBCvffw0Go2GX1eeYN/GM+Rnl2DvasEzEzvQZUCLJ3PjevT8xxA0pqhSwcHBmrNnzz7pYeh5jLRbeFhn11SgykRa+B0i1W3QVPPbJ2cxU1gQ+qI37Zp14evXtakRTl+LZMzCQUwb/A6T+79We321sopPN81jT9QWisuL8XMN0Ell8Tj4q9H2Js79Bk9nu3+N1vD+z3CK9WyylY7IpVJCjI+DQICb3/MEhC1AIBRxdEsPTCybEtRpCQC34zdz5dRsKsrSMbUMwL/NHCJ39qPjwP1YO2l9YIrzrnLp5Dvkpp9AgAATyzupLCybatuI+5m4mM8pzr+GSGyIiYUfngFTcPb+fXO9L7/+gqPHInTKvlq6Qses9MrVy7w/7z1mzniPDZt+IjU1FU8PT159+Q0yszJZ/cN3ZGZl0tS/GS9NmYbiHo1jxJFDbN+1lezsLKwsrenZoxd9ej2lk87kfl7ruhu3Zua8svTRfNDc395dL8S9LK0a69+KkRepaRpqw+eH65uo6fnv8urzH+Lu5cwr7z7/pIei53d43BFa/wlqVDUMb7OQns+2os9zrVGpaki8ko6Llw2Xo5NZ+9lvfHdI+642kEsxNJJxYPM5zK0VOHtYUVRQzprFB1DXqFm0YTw1NWqiD15jwUsbWb7nZRRmhkgNJBgpDFj72W9E7rvCxHf74uhuxfWYFJa9u523vxhKSJd/n1CtR09DCASCcxqNJvhJ9K3XHOp5otRLQCy2o8rq3Xr+Fpf+x955hkdRdQH43Zpks+m9N9JDSwiQ0HuVLlKUKh0VFIQPFERAOiIiRYpKkd5774QaegsBAiGFFNLbJtn9fiwmbBIQlc68z+Nj5u6dc+/cXWbm3NOWxOr0q+pbg2t/JJSSJ5fp8b+uE/hf1wkvZb7Pw391P/t1bNlxHG8qJb9DADVilif0ZPyX60p9VqfdXp1jJ88PcfL8UKet/eBcnWNjCz9qfrD5qXNw8voIJ6+P/sm0i+jZ/VPi4mJxsHekcyeta2peXm6ZfVevW0XPbr1RGBjy05yZ/Dh7OjKZjH59BiIWiZnx01TWrFtF78fuqfv272H1upX06tEHdzcPoqPvMX/hXCQSCc2avDhlrSzXNMsD6Ugc9Fh+piX6hkK2QAGBN5V3wWU5OzOPrPRcqtbzxs7FHAAnDysA7lyLQyQSYWZlpHNO4w+L4xltnc0ZOO4DBjSdTVJcGpZ2JihNFQCYWBgWxRzmZqvYtOQE3//WnYBgV+25TmZEXIph24pTgnIoIPACEJRDgdeKEG/x9vO2f4eGCkOkUilyPb0iV9KExIdl9u30YRd8fbTWykYNm7Dk94VM+WEG7m7aMg51a9fj5Kmwov7rNq7h4y7dCKmmtQDaWNvQ9mE8u/fufKHKYVmuabLUQhr3dcPaSfmMM59NvqoQmfzpcYoC7xcF+QVIhaLnAmVgZKqgYbvKjOm1lIoh7lQMdadmswCs7Eyeek7k1VhW/nyQO9fjyEzLKco9lvhYOSyL+5EJqPIKGNt7qU6iuYL8QmwchVIwT2PdmQlk5aXSveb01z0VgbcA4S4v8Fp5l+It3lfK+g6lYjHDG71736GLs0vR36aP64E5OxW3mZiYkpaeBkBaehrJyUn8umgeCxfr1gh8Hnd+dYGGOUPD2LMsEoDmvbzpOzkYsVhEvqqQ38acY9/K22SmqHDxM6V/NxfWpD8i4V4GTguTANg3/gr7xl/h68W1aNrdi4tH4lgw4gy3Lz1CaSKjficP+k4OLlIAh9bfjrOvKfoKKXuWRWLrqmTeydZkpqlYMOI0xzffIy+nEM/KFgyYVhXvKlb/cUUFXiZqtZqFP65m29qDiMViGreqSb9hnRCLxeSrCljy8zr2bTtOZno2Lh729Pr8Q6rW1MZ1Xzh9jaE9fmDSvGH8MXcDkdfv8f3sIYTUrcyJg+H8/ssGoiJjsLAypUGLELoPbIdMLrxSvM8MmdKOVj1CCD9yi1P7b7Bs5j5Gz+tSZt/cbBVjev5BpVAPvprWARMLQ9JTshnReRH5+U/PqqxRa++dYxZ8jJW9rgIplQobWS+bQnUBYpHklWWAF3g9CHdygdfK6y5ALPDfKfkdbsmf9lZ8h0/G+ZRPSqVA3+Jvz5FInrhlPn44SqXFbSJEaNTaUhB/vcT07T0AL69n1wgsi31/3qZJd0/mHPuAO5cfMaPfMSzsDPhwaHmm9j5K7O10Ri+ri5WjIad2PmDeV6dYerIVrgFmpI3N5WOvtfSeEES9ju4YmshJjMnify330OjjcoxYUpvY2+lM73cMsVjEgOnVisddcZuWn3rz06EWaDTaWoejPtiDoYmMiZsbY2yux+6lt/iq0U7+uNYBCzvFP742gVfD/m0naPdJE+b8OZbI6/eY8PVcvPxdadAilCmjfyU2+iHfTBuElY05p45cYPTAGcxb8z3lfIo3PH6duYoBX3fFwdkGhaE+p49dYuLXcxn8v0+oUMWHhLhkfhy3hHxVAQO+LlsREHg3eVqspLuvHR361WZs76Uc2HCe4HreqAvVOuc+uJNIeko23b5qhK2T1mPjxO6rOn1kMq2yp1YXb6Y5lbNGJpeSEJNKxRD3l3yFrw6NRsOxWys5fWcTqdkPMdQzpbJzU5qUH0BaTiI7Ls7m1sPTALhYBNCi4hAsjZwA2Hd1EVdiDlLPtwd7rywgMy8VD+sg2gX9D0M9U/ZdXUT4vR0AjFqn9WL5tPYc3K0Dn1t2La8uHLz+GylZ8Yxpswc9qXDff5cRlEOB1867EG/xvvO2fYelsuQWQtjtJDadj3lh12Fqaoq5uQXxD+OpU/uf1wi0sDPgs1nVEYlEOPuYEh2RxtpZVwht5cKBVbf58/ZH2DhrXUbbDvIjfH8MWxfeYMicGpjbKkAEhiZy7d/AlnkXMLcz4Is5oYjFIlx8TenzQxV+HHCcnt8Hoa/QPg7s3JQ6ymL4gVgiLyazMb4regbaPr2+DyJs+332Lo+k0/AK/3WpBF4SLh4O9PqsAwBOrnZsX3eI8JNX8SnvwYEdYazc+yM29tqi5m27NuZc2FW2rjnA0DHF2Z27D2pHcI3yRccrFmzmo14taNZOmyzKwdmGvl92YuKIefQf3lmwKLwnlLyHJsSkMG3sVh52CaZtLQ/iox9x92Y8zTtXxcbRDFVeAeePReLuZ4eegQwrO1Nkcinblp+kZddqRN9OZPms/TpjWNmbIhKJOHPwJtXq+yDXl6JQ6tGudw2WTNmFRqMhoKoruVkqblyIRiwW0bRT8OtYjv/MnivzOXVnI80rfI6bVSWy8lKITY1AVZDLosODcbEoT586vyARSzkWsZIlRz9nSOOVyKX6AKRmxXM5ej9dQyaTX5jDqlNj2HNlAW2DRlDLuwuJGffIUaXzYVVtXWgDufFzy07JiuPi/T10rj4RiViKVCx/6nUIvBsIyqGAgMB7R8nSD3lSIwxzE5i59Qz1PYyKrH7/lY7tO7H494UYGhpSuVIQhYUF3L17h0ePkmnbpsMzz/WtZq3zou1f3YbfxoZz5fhDNBroWX69Tv/8vEIq17N/qrx7N1Lxq26NWFwss3wNW/JVamIi0/GooE0i4RloqXNeRHgSedkFtLVdodOuyi0k9k76sxdA4LXi7uWkc2xhbUrqo3RuXYtCo9HQ44MROp/n5xdQuZpuUXRvf13rTMS1KK5fvsPKRduK2jQaDXm5Kh4lpWJh9faUgBH495S8h6olYsRp2WyetIOd3xdiZqmk7gcV6dC3FlKZhGadg5n25VrSU7KLSlkMndqOpTP2sn35aVx9bOg9qhljey0tkmlpa0yXz+ux7Md9/Dx6M/XbVGLo1HZ8PLQBppZKNi4+ztyxW1Eo9XD3taN9n5qvYyn+M3kF2Ry/tZoWFb+giltLACyUjjhblOfs3W2AhvZVRhc9D9oEfc3ErS24EXecCk4NAFBrCukQ/A36Mu2GYbBba85FaUuI6EkVyCR6qMQyjJ7wkDl7b/dzyS5U5/Nh1bEY6Zu/iuUQeAMQlEMBAYH3jpIZVuONy+OedBjLG8vo3e93fpm94Cln/jMa1G+Enp4eW7Zt4s9Vy5DL5Tg6OtOscekagU+6aLncT8VP+fRSFyIRzDvZGqlMt4/c4OkxNxoNT7XqPNmsb6j7WNCoNZjZGPDToZalzlMYC1lQ32RKJo8RiUSo1RrUGg0ikYj5a74vFacl19e1Chgo9HSO1Wo13Qe2pW6TqqXGMzUzLtUm8G5S8h5aqC8nOsS7VKbxvxj0fSsGfd9Kp612i/LUblFep23brfE6x50H16PzYF3PC5FIxAfdqvNBt1dXouplkpAeRYFahYd16aoFMak3SMmKY9ymhjrt+YW5PMqKKTo2VdgWKYYAxgaWZOWlPHPc55VtYmAtKIbvGYJyKCAg8N5RMsNqnsyU63atcTA14PjI+gCsXbmp6HN/v/I6xwAh1UJLtTVu1JTGjZrqtNWsUZuaNWo/cz4lXbTyCgq5cjKBjeEPaBvoCMC1UwlY2Cvwq26NRgOP4rOfaSksiauvKYfW3UWt1hRZDy8fj0cmF2Pv8fSXes/KlqQ8zEEkBnt34eX/TebJDQbn+6loTMu24nn6uqDRaHiUlFbKUvh3ePq5cv9uLA4uti9iym80946t59LycXww/9Iz+zVscRR/X2N+ml4RgMQbJzk+5WOazT6NntF/e6lu0zEMCws5i+cF/X3nV8jbnqX6jeIZCco0Gg12pp50qvZ9qc8M5MXYUSoYAAAgAElEQVT3Y7G45Mag6G8Tnz2vbNlj91KB94enb00LCAgIvKMMb+KNgUz3Yfo6s+SWdNECEGcU8uMXYdy/mcrh9XdZPeMyHb4IwMnLhIZdPJjS+wiH198l9k46N88msnrGZY5sjHrqGK0G+JIcm81Pg09w73oqJ7ffZ+Gos7QZ6FcUb1gWQQ3tCQi14dt2+zi1M5q4uxlcDXvI79+Fc+lo/ItagveOrIcZrGv+K48iEl+IvL82GGJSc9AAeQVqwm4ns+l8TKm+Tq52NGwZypRRCzi8+zSx0QncvHKH1Uu2c2TvmWeO021AW/ZvD2PJz+u4eyua+3diObz7NPOnr3wh1/E2smZZNSaMLVayP+717DV8F3jT7qFvG5vOx1Bj8gHcRm6n66L7iEQybiecLdXPwdSL5MwHKOQmWCgddf5TyJ9/s04ilqLR6CYFelGyBd49BMuhgIDAe8ebliW3pIsWQKafPuQUMCh0KyIRNO/pRYch2hqLXy+uzfIfLvDryDMkPsjCyFwPn2ArKte1e+oYVg6GTNrWmAUjztA3aCNKUzn1O3nQe2JpV6YnEYlETNrWmCVjzjGj/zFSE3IxszEgINSaRp+U+28X/h5xaMRWTFzMqDxQGxelsDSk5fKPkZu8mF35sjYYCtUapu2+WebvesTEvixfsJkFM1aSGP8IIxMlvhXcqfQ3lsSqNSswad4wls3byJrfdiCRiHF0taNpm1ov5DpeB0k3T3N1zRTSY24hEosxsvPAKaQ1l1ZoLSqbemp/596tP8O3zRdEn9jE7b1/kBl/B7FMD0vvqpTv8g1gS1bSAwZ4/wTAzs+1rrdONdoR9OlUNBoNkTsXcvfQSnJTE1Bau+DZvC9OoW2K5nJj88/cO7qWvLREZAoTasq9uc7nr3ZBnoJGrWHnF7u4ufkGOY9y+WZ2Y+YmpP2je2h2UjazXH+i644uuNR2eWbf/0rqvVTm+s+j55Ee2AU+/d74qinpKXI/Rc3Nh8FsuzgXqUSGq2UlslXpxKTcINClOUcjVrLsxAga+vfBVGFDWvZDrscepap726Kson+HmcKOiPiTJGbcQyE3QV+mpKJzkxciW+DdQ1AOBQQE3kvepAyrJV204jppkwY4mBqw9bGb65NIZWJ6jA2kx9jAp8rckda9VFvF2nbMDWtVRm8tPx4oHSsEoDCSM/jHEAb/GPLUcwX+GSKJGH3zF5cOvlQcbQ1tMgnRE+0jf+hX9LdUJqXH4Pb0GNy+THmVqvpx8NryMj8LrlFeJ4Pp20yjFofoa/MFvo07UaXfTNSFBUwbu43oq3K+6fUN4X9O5aTpXIyMZAwZlkD+VzsY2iqKrt0/x9jeA1VmCiu+Hc21C33osXArbbrfJudOd4ZV/4Ohe4eRqVIQ+0tbAPb9PJEHZ3ax+HwrsiX2tK2ZQuYf3yIzNMG2Yj3uHt/O5U2/MudcVx4VOtG7kwlJieGveYWKidwdyaXll/h4Z1dM3UwxMDOgq1yoLfhPKWsj5+z9ukjFhhy4/jvp2Qko9c2p7NIUuVSfPnXnsvvyXFaeHE1ufhbG+pa4WwdiIDd67jGruLfiTmI4v+zvjaogu6iUxYuQLfDuISiHAgICAq+Z4U28dXaS4dW5aN2MesDM5ZuY8WVvlAqDUscC/50zMw+RdDmOpMtx3N52DYBmv3VmZ8+V1J/VFnMvKxIuxXJk5DZqjGvK1WVnSb+fgpmnFdVG1CcrLp0L80+QGZeOVXl7gr+qi55xscUxas9NRkYmYJyTT6pMwgkLJccsDdGIRNibGnBnxzUiNlwmOzETqYEMs3KW1BjXFLFEiCyRi3KQabKwrVQfQ2utJStGUpMUtQqpIhaNRsQf6zMZ3N+DPbsqcvFSGt0+zcexhiedKjliaO3MoYxufCwfRc6jOFYvC+GjZtoYxSNHWiMzNEOm0Ofi+XhSzq4gx+8HfvuuESkpKr4aeRm5Qx2s9i/HtmI91q4IxzTHiFHTP8HB0YgJk2+w90ggbT54nStUTMqdFJS2ShyrO77WeRSqCpG8xUppWZ4iIOJUVFVW9R9X6hMjfXM6BH/zVHkN/T+lof+nOm1Bri0Ici3e7FPqmdGr9k8vRPb7zMCmTXD382PYzB9f6zxClIpDwJWwzOzBL0O+oBwKCAi809xLeYj/zN4c6f8jgQ6er3s6ZfKq3FxH/fwHdauUp3FIscXRw8mOqUN6YmggJB14WVTqF0pGTBrGjiYEdNe6GhbkFZTZ99qKc1TsG4LMUM7pqQc4NWk/YrmEwM9qIxKLODlpH9dWnKPygBoA3Nl1nWvLzmLVujzTLsdjlplLhwepqEUQbmfCMH8bzs89TvBXdbHwsyU/S0XCxdJxiO8reRolcXr1ODGjJ1Z+oVj5haCvcQSKY658vY34brQvAF7llGxZfoi0XcPYfTKW/Kw0Opppv8vs5DgsPO34KzeItZUeekbaf1e/zz1MHUk+TlFjuDFtLADD3DWoclWkxTmRmVnAnK3OzGopQrOrI6qAWkzsU5PDh8v+nbxqtvbbxuUVlwH4QTkJE2cTBl4dwMlZpzi/5DyZcZmYuZsR8mV1AjoFFJ0Xey6WXV/sJvF6IpbeltQZUzo5V+L1JA58c4Do49FI9aW41nWh4ZSGKG2URWPnJGfjFOrE2fnnKFQVMiTqC66susKZuWdIjniEVF+Kc01nGk1tiJH9m231EpL5vL1M+nMlUtkbkaW7HZD/10GIUhEFzAnLzJ7+IoQLyqGAgIDAa+JweAxNBm3hwc4er83NVSqRYKI0fOXjvk/IDOWIpWIketIiV9Kshxll9vX/pApWAdr4KPfmvlyYd4IGs9thVk5bf9KlgScxx+8W9b++Mpzyvarh0sAL8eNspQfzCqmdms2Hg2oSnK3ijL4Uu2ouyBTaMhWm7halB36PuaEcTJfPv+Th5SPEnd9P/bzz7JcMAbRrXt7fpKhvQV42LU2mE5vnT1Cf6egZWzBwwCHam01CXah66hg3b2VQxw0mHe9Jcq4poE1SmZOjZtWyEG7fzSI+3YQKX25FmX2RxGvHidw0hfG1xJzW/PBSr/95aDS1ISZOxlxcdomeR3ogEos5PO4INzbfoMnMxlh4WhBzOoYdg3eib6pPuablUGWpWNN+Lc41nWm5oCWZcRns/XqfjtzM+EyWN1lOxe4VaTCxPuoCNYfGHWZtx3X0ONgd0ePMyvePRaNnrMdHGz8qyu5ZqCqk1uhaWHhZkJOcw4FvD7Kpx2Y+2fPxK1+ff8Lr9BQR+G+YmL/8kh75KhUyufyZfcIysx+9zDkIyqGAgMBbz95b55h6eDXXH95DJBIR6ODJlGZ98bF2wn9mbwBqzx8KQE3XAHb1nvw6p/uvmLF0A/bWFnRuWqeo7fct+8jMzmFwpw+YsXQDdlbmGOjpcfT8VcQiEdUreNOuQQ3EIhEzlm4gOS2D9ftPsH7/CQAWfDNYcCN9wzBxK1bc9E21iqSJa/ELib6ZgrzHVoe8tBxyErMIn3OU8F+OATAM0BRqQKOhTWUH8rNVGFobsbPXSmwCnbAJdMQh1LVIUXwfebLkR3q0Gn1LCSbOFTFx9sWrRT/m92xPOekxxJIPEYvUyGTFhUAz4+6gRwbnVB8y1FtrBTYQb9GRX6jWvlpp1MXZIR/m2FKIjJ/GWWNWqY1Ofwd7A27e0m4WiKV62Fash23Feng278+uIdUxV98EaryMpXhu9E30kRvpIZaIUdooUWWpOD3nNJ02d8K5hjZxiamrKbFnYzn36znKNS3H1dVXKcwvpOX8FsiVcqz9rajxdShbPt1aJPfcwnCsy1tTf3xxLcMPfm3Jj06ziAuPw76KtlyPRE9Ci3ktkOoVv7ZW7Fax6G8zNzOazmrKr0G/kh6TjrHDm5tt801LiPa+UJZL6Ph+fUlNTmLGug0MbNoENx8flKYmbF7yG2KxmKZdujB4wkTEYnEpGXPHjuH0/n38fuyEzjh9GtTDLzCIodO0Rrxty5ayYtYsYqPuYuPkRNtP+/DRwEFFMkOUCr6aMZOzhw5xav8+2n7ah4HjvsddLnMKUSpiAQsgAVgRlpk98vE5h3jsVvr4bxdgWohSMe3xNJRAHNArLDN73V9zC1EqGgE7AMewzOyHT1srQTkUEBB468lS5TIopDUBtq7k5quYcmg1HVd8z9nP5nK430zqLPiSTd3GUd7WHZnk3b3tnboSQYPgiozo0Z7oh0ks3rgHZ1trqgZ40f/D5oz/dRWhlXypExTw98IEXgs6cYCPdRKxVDc28K/6ZRq19v+Bg2th4WtTpjyZQk6Dn9uRdDmOh+djuLnmPFf+OE2DWW0xsHj/LMabzscwfN1F8gu1a2eiSMQ2cQubdmTQuGoAWYn3UeTfI1bTAIWlI1JRPmaqi+RlOCGRG2BgbkchMnxk+8hKqExG3G2qGW7UGSNTbYkGEQ8vHsS2Un0kcn38y9sSnt4E/YOzsLbSw8I7mIK8bFJuX+BhtJhyVTrQwO0MZzfGY/FhPaT6Cu4e20qBWkKm6OVk2vz5j0mkZ6YxetA/3yxLupFEQW4Bq9uuLvqdAqjz1Zi4aC2tSTeTsfa3Rq4s3ohwqKqrAMVfiCf6eDTTbEp7w6XcSSlSDq38rHQUw7/OPTrpGA8vPSQ3Jbfo30V69JutHMKblRBNoJjda1bTccBAft1/gIhLl/iuVw98KlWmcceOpfo269SZZTOmE3XzJq7eWqtvbFQUV06dYuhUrY62+bclLJwwni+nz8SncmVuX7vK5MGDkEqlfNh/QJGsJZMm0f+77/jsh0mIRCLWzJuLqURiBjQEogBH4Gmm5XbARWAJMA8gLDM7K0SpWAn0AtY90bcXsO1ZiiEIyqGAgMA7QBt/3V31+e2GYDehI2djInAw1rqGmSuMsTEquyj4i2R32D26frOX+N29kErFREanEtBxJX3a+vHz11qr35j5pzh7LYERPbSxf5duJTN2/imu3H6Er5sZv4ysQ2VvqyKZYZfiuXgrie3H4xn9yz1a1HJh4qDizKGNBm7GwyENiUTGgMnXEIuv0bWpN14uDtyIekDVAC8MDfQRi0Xoy2XP5Uaqys9n5sL17DkSRlZWDp7uznzeszOV/L05d/k6A0f9wJwJI5m3dA2RUQ9wc3bgf4N64VPO9cUu6FvMkxaqwdGpuBrIqPwC5eubKTCwMCQzLh2XBl5P7SeWiLGu5IB1JQf8Pw5ia5dlxJ2+j3sz3xc4m7eDcVuvFimGAFjrYZWXSNqaUezdkE2uxoQTMYE8tGqJhWcgl7Pr4Sf6kZ2ff19UyuKCbCCe6pXsH90UYycfjmd2opXpzCKR5vb2nFe1Q752Bud/H4VTaFuGDRlNrYb1MWprDZt/pSBtDBqpIckFznww9EuUSinVa7gQe2ItB2/MR0QBySp7ll3shXuI9WtYqWfz18bEh2s6YOykq4hJ/qp/+DdF2P+SU66pB/Unls7KbGhdfJ+SG+rGeamyVKxsvQq3eq60WvgBCitDcpKzWdZ4OYWqQgQE/g1uPj70/XYMAM6enmz5/TfOHj5YpnLo5uuLZ4UK7F69in5jtHHEu1evwtnTE78gbYmo36ZMZtCEidRvq81YbO/qSsxXd9mwcKGOctigfXta9ehZdBx//z55Gk2uHNHRsMxsDXAf0DVRPiYsM/tRiFJRCGSEZWY/WXx4IXAyRKlwCMvMjglRKsyANsCHf7cOgnIoICDw1nPnURzj9y3n7IObJGWnodZoUGvUPEhNLFIOXxU1KtqTm1fIuRsJVAuw5XB4LJam+hw+F1vU50h4LE1DnYuOx8w7xYRB1bGzUPDVrOP0GLuPCys7IRKJuBKZTMshW+nWXJ/QCrYE+lVk+Kzj9Jt4kCbVizP2JaTk4GJrwaFfm3AxIonu3+1jWFdr5LLsf3Udi1Zu5NCJM3zzeR8cbK1YuWkXQ76bxroFxTv8c/9Yw6AeH2FpZsrMhcsZO2Meq+ZORiQSPUPy+0HJWmZxYhHSK3FsPHCL5kFORS/X/xW/rkGcn38cmaEcu2Bn1AVqUm8nkZOUhc9HlYk9dY+suHQsy9shV+qReCmW/Jx8jJxMX8j4bxsp2fk6x4XeJsw73ovcC2rMFHL6fepGvjwbTbI2fvBwZjeSnAbz0/RiF8ZYSSiXc6qw6Q/tBs2EFkc5aLGeNj7aPmNH+zJwSB4/7q1BXp4a1RKtG+mBHbUYO8GSaacrUFiowc3VkNYt7bD21yrpw6b2YvCXQYzbGovCQMLAfu6YZKe89DV5Fk9ucNS8nkoFlTZBjqWPJRI9CWnR6bjWdS3zXEsfSy7/eQVVlgq5odZ6GHNGNxmSbUVbrm+8jomzSbFS+RwkRySTk5xD3e/qYuqq/S3f2Jz0L65QQKAYD39drxpLOztSEhOf2r9pp84snfojHi71aNi9NrtXr6bJR50ASElM5OGDB0z5/DOmDfmi6JzCgoIiK/df+ATqlqVq8fHHrJw3VwFEhCgVe4AdbdtMHS4Sia8MXzbwuTKUhmVmnw1RKi4D3YEfgC5ACrDz784VlEMBAYG3ng+Xf4+9sQWzWw/GzsgCqURMldkDURW++kx/SoWMyt6WHD4XS7UAW46Ex9K/QwDTl54nLikLE6Wcc9cT+GFQdfILtTFJY/sGUzdI62I0qmcQ9ftvIiYxC0drJTNXXKBDg3I42aRirNSjqr8Ns4fXplr3tdSsWFxE2lBfStUAWzydTfF0NmXJluvEJ6dhZfbvMqtt23eUkQN7UDO4EgAjBvbk7KVrrNu+l+BK2gdov4/bU6WCtmh6705t6DtiPAnJKdhYvvyg/TedkrXMDlkp6RSdQu7MQ2xVa2j2W+cXMo5bUx8k+lIi1l/kyu9nkOhJMHY2o9wH/gDIlXrcOhnF9ZXhFOQVoLQzpsrntYuS3rzviCQiTGtLoLaEqMnNS32+b3utUm2L5wU9s0+1YHPOHS9tCQsKNGPbhtCnzsXQUMpvC4L4bUHQU/u8LMKvnmL9zuXcj72LSCSinIsPzgEfMuXgI3LyC3HL3oIow5yUbEs2nY8h6/5Ooj0j2DtSDBoNTjWc+GbSF9S2bYq3ux+Ve1XGv6M/h8YdZvuAHdQcWYPM+EyOT9U1fgT1C+TC7xfY2G0TIV9WR2GpIDUqlevrb9BgUn30jPTKnK+xowkSPQlnF5wjqG8gyTeTOTL+yKtYKoG3FLFYXEopK8jX3SwqmYlUJBKhfiJ2uCSNO3ZkzuhR3L9zjZsXjLgXcbNIOfwr5vjrn2ZTvlr1Z87NQKHrzeNdqTLns3MvBRsaTALqA38cOvyzpE7tz648U1BpFgFD0CqHvYDfwzKz/9a0LiiHAgICbx1P7mZbm8DN7GhmthxAHfcKAFyIjaRArb3/yR/HGBY+4wb/oqkdaM+R87F83T2QY+djGdyxPIfOxnAkPBYLU31EOVHUqVue9RsOARBQrjgJiZ2V9iGRmJLD2Zg0NhyPIjdTRZ3KaiSSWD6bFlHkrXU/PgknG62rrEJf96FmZ6kgV5Ws0yaRiFE/h6sXQEFhIRV8i0t/SCRiyvuU4250bJFyWM612PppZa7dvU9JTReUQ0rXMkvSkzGnnDUi4O5kbf2xDjv6Fn1uXcFe5xjAsaZ7qTaPFn54tPDTaXOuWw7nuuXKnIelvy11Jr8hhfLeAEwNZKTm5JfZ/j6Tl5dLy/odcHH0QKXKY93OZWzYOIlcRU8QSciQOKFXGItGY8G03TepLblAZs1ETPOrcPKnU+wcsgsbUTnyqhZgWl97L5Ar5XRc9yG7huxmSc3fsPCyoP74eqztWBwCZWRnRLd9n3Bw7CFWt11DQW4Bxk7GuNV3KxVj+CSGVgo+WNCSQ+MOc+7Xc1gHWNNwcgNWtVn90tdK4O3hyXcF2yQ1GdzV+Tzy8mVsXZyfcvbfY2lrh6OLP5fOHCRTFUX56tVxcHMDwNzGBit7e2Lu3KF5l67/WHYhqMMys9cCa0OUit9TUqJPpqTce5rLhwooy/S+HG2imsFAINDpecYWlEMBAYG3ipLuevFpGsQyfSbs3YhjB0ti05P5ZvcSpI+LjVkZmmIg02NfZDjOZtboS+WY6L/cRBy1A+2Zv/4K1+8+IiM7nxFf9yEHcw6Hm2JpaoCfuznnbhf3lz2RcOQvj8wD1xNYdC6a/EI1CjslGUoRfso0vu7rQ70AFy5G3OJKZLEQcQlPTpFIVCrkx8LEmMj7saQEeCOTSv42O+nfuYdKJU88ix731WhenRL+OkjOTcdj3cdsbTiRWrbly+xzPvkWKQELMLrZBUm+bs21f1LL7KOD32OuZ8y80CH/ac7vKt5VN9C/pzdDB/g/tY9luZX8OLEqn3zkAcB3rfwZvvYi+U+49crEIr5r9XQZ7wMhgXV0jgd3G8HxIc1RFMaRJXUkU+pMst8+DlargzolndvZN+nUsgdXbl5gzE/T2HtsG5v2rGTs92N15DgEO9D7eC+dtlGZ/9M5Ni9nTvsV7Z46tw8WtCyz3a+DH34ddDdKnpRt6mJaaiyB94eS7wpp1r7cPPo7035eSscm1dm0ZDEPYx4UKYd52XlEnL7NrE9/RSQWY2FnSm5WLgCxkfEcXXOKBzdjyXwIqydtpkX/hijNDPHxr8nxw39y/dIJvL0a8svA3/Cr6UXdTqF8Omo0M4Z9hb6BIZpsC6Ku3Cc58R5SQzX/mzcdS8fijdSIM7c5vuEMKfGp3L13nAbuwW6hRkpfjUadD3SRSOSFRkY2mU+53CigVohSsRzIC8vMTgIIy8xOC1Eq1gIzgCNhmdm3nmftBOVQQEDgraKku54IEcqCRpyPOUHVOYNwN7djUtPedF01CdAqMNOa92XyoVVMOriSUBe/F17K4sndSXtTAz6r40GeSs2M5RcIrWhLxk2wtzTk8LlYrMwMqOhlwbm9z5a5LOweOSINMqWc/Kx84kTWmOQXoom8wsOYm9QNKo/Mx53M7NLFlJ9GqzrVWLHjIN/8soyCwkIWfKMburDpfAxzd57HDUAkZsnOk3zbsxUAhYVqLt+IpHGdkNKCBcpEXyrmSa8loZbZ60coI1A28YkxrNyyhIio66RnpqLRqBGhQa5OJwvIlViQL1JgVBCNqZEJtgp7alapz7qdyygoLOBKxAX8vSq97ssQECii5LtCtm89pMn32PD91+yfJqNdnz7U+aAVqclJqAvVJD14hLufLd0nfoS6UM3DqERuzNuKKkfF6h8241fDG2tXK1y93PGuVg7147CQcj5VObBrCXlk8+Wcb8nNULNt7l5s3axp1aMn+gpDfhk9juSEaPQVCpw9vfGwrMG6aVvpPU1rUUxNSCN84x6qtw7CL9SL1XNSiLhxwhxE59FaBc9Xq9btklyueFqszBhgAXAb0EMnhzCLgW6P//9cCMqhgIDAW0VJdz0AucYRPVXHInc9gIffFrsu9ajShB5VmryU+ZTcnYxJzWHcjuu4OBmzcncE5ZVHOHfqrzib1UQAtUaMB+D27QgKoxbg5jsRPx9v5s2aibm11iUlMTMXddZ9VDfWkJ94l5jzCpKdK2FUpQMLu4aw/dg9bhybja+3N3cuPuTkpqNsNtTjfKeOTB73HQAZ2dYM7lQcR+XuaMu3fXVj3bxdHVnwzeAnrkNMBG4ojVLYsmUbBgpD2of6sHLzLh6lptGheUPuxcS9lLV81/i6qQ+/H0wSlJAXjEpViFz+/MlLSiKUESjND3NHYW5qSf8uX2JhaoVYIuGz77qjJym2sGZKnTBVR1PbXoKDcWWsLewwMjQhMuoGV29d4JO2/V7jFQgI6FLqXUEiJb3Op2TU+ZSwJ94VAHIyc6lZoz+dRrXGzEZbisXC3owJoX+wbe5eUhPSadK7Lk161y01jlyuT/8vF/Px2PZFbZcOXuPe1Qf4hngSXLsxNasn0Wl0G5x8tKVZ8rLzmD9kGddPRBCWmc22uXtx8smmZntt7dQBE//Hjt1n49r6NlAPXzbQEWDaJ3MP/SU/LDNbZyJhmdkngYqUjR2Qhm5Ji2ci/vsuAgICAm8OT3PL+yfuei+SkruTADn5hWRKxRQWapgyfjzVg4Pp3rULIW1mYug/ilpVfQBYvOgnxFaN2LNtJxbm5nTv278oYN5IlUjy9mkYuAdi3mIMcq9u5MTcIXHHfL6ddwprc+31rly7DpFIQvvuk/hp6mRmz1vAmg26ddf+zXVk2lQkx9iJtatX8cnn3xAZFc2s74Zjaf5uZbncF3uOZrtH4rKmM65rutBu/1hupkUXfR6edIs6O4Zi82d7am3/grNJN8uUEbxlADZ/tqfZ7pFEpmsz0zb2t+H4yPrcndyCmb3t+DVxDnYrO+C7vgdfnppLuqo4k2x2QR4DTszCYVVHPNd9wowra17+xb8kdh+IwcpzJQUF2p31yDvpGNgv4/ORp4r6jJ18nhYfac3nx04+pFaLHZi6rcClwlqGjz2D6olyBP3aT2XEJ5MZOe4cTgFrqNd6d5nj3r6bTuP2ezB1W0GFmpvZsffBS7zKF8P0/t9xbPP+VzbepvMx1Jh8gCEffc3h0xHEp+eSkZnGg/h7tG/6MRV9q+Bo50JObjYaTSEdghxxMDVABEiMPHDWi0eVfpuAx1ZCf89K7D22lUepSUVtAgJvAv/kXcFAqU9ALR/WTtvG+unbOLPzAunJGQAk3EvCxf/Zm0lWThY6x0ozQ7LTtcppcmwKIpEI+3LFtWj1FHpYOZmTFJNS1MfBy1ZHxt2HkRmAw7RP5v6rop0hSoUiRKnwA0YBC8Mys587dblgORQQEHirGN7EW8dSB6/XXa8sSyaA2EFJ7rKPAJDLZSgMDDgypxsAh48dA2DmxLE0bqDNajh6+DDqNmuBTJNFbtgAGnTsQYJndYwqNgPAwMEZsb8t0atHs3NWfaytrGiwBXx9vDm257eicRcvXcaBI0dYNPun/3YdYgmZdoFk2QXqWGQBgsr7cs0l7NEAACAASURBVGrrMp02exurUm1vA1kFefT3bUWAqSs5hXlMv7yGTgfHc+qDX8jXFNLx4PfUsPFnXugQ4rKT+d/ZRTrnP8hKpOuhH+jm2Zg+Xi24mhrF6HO63jtXU6Jot38sIyt05ufqn5GiyuB/Zxcx+ORsltYeCcC34Us4FHeBpbVHYqewYMqllZxIuEpLp7fPjbdGNWttOZeLyVQLsuJI2EMszfU4fLy4BNeREw9p2sCBmLhsWnfdT5cO7iycVYM7URkMHBaGWCxiylhtrbD7+LPt9CM+Lqdh38YmlJVSSa3W8FHvw5iayPm63g2cK1dh4oyL5L0hNe/2r97B1bCLfD5LNwZuwJSvkOmXnZHzRfOkl0MwoCpUcyMug30R6RgrTdh3bBuWZlY8Sk3ijw3zkYglBLqYMayT9h71IC6Az7/fQWRmUpELqb9XJeatmIadlQMWplbPGF1A4NXyT98VmvWtT1CTCty9fJ/b4VEcW3uKNkOaoSnzjqOLRFLa1vbXRu+zcsDphPU/Pcb/39Y9+hoYDRwDxv+TEwXLoYCAwFtFm8oOTGpXvmg328HUgEntyr82N7H/Ysks71+cTMHeTrtrmJCkramUFH2LnMgTxC3pS+zivsQt6UvC5sfuqHejimX46SZksLO1JTHxn9f7etMssq+K1s6htHYOxcPYngAzN34J/YJ7WQmcS77F2ruHUKkL+CXkC/xMXWhgH8hXAbr1g5dE7MTR0IqpVfriZeJIW5ea9PRsqtNn9rWNtHWpyWd+bfEwtqeKpTczqg5gy/0TJOamkpmfw7LIvYwL7EED+0D8TF34JeQLRG/pI1ppKKNSeXOOnNAqg0dOxNO/pzf3Y7KIe5hNdnYB5y4mUyvEhl//uImtjYKfJlXDx9OE5o0cGT8qkPm/3SQ7WxteU4gMe0dTpoytgrenCT6eJqXGPHAkjusRaSz5uSZyuQRXZyVTxwVTUPDv60kW5L/8UjiGJkbI9eQvfRwo28tBrdEwfc8tvuo9lqiY2wwZ35NfV82ic6teyEqk9Xe0c8HU2Bx7GydMjLQeBOW9K6FWq4V4Q4E3jr97V/jLiu42cjs1Jh9g0/kYrF0sqdYyUOsC6uvA1WM3sXGx4t61mGcP9gwsHczQaDTERj4sasvLUZEY/QgLe222cQt7M2Ju6oZruNmUMwIeDF82MOPfjBuWmf1dWGa2LCwzu15YZnb6PzlXsBwKCAi8dbxJMUNP252s52NFjckHiE3NIe1+KgaWpZOMPfny9Vdm0L9qKqnVaj7t9glfDOxf6jwHu+IadSVf4P6uLtM/vY53PYHK3Yw4Jl5cwdmkCJLz0lBrNKg1ah5kJXIz7QH+Zi4oZcUKclUrH53zb6Y/oIqlt05m16qWun0uPorkTkYcG+8dK2r7a1f5bkY8BlI9VOoCnfOUMgP8TV14W6kdYsuREw8Z/ll5jp5MYNCnvhw6Hs+RE1orokwqIriyJT8tuEa1IEvET6TbDa1qhUql5nZUBuX9zHDjAhVt1cAHLBozG2tHW/QNDWhlf4xHh0+yUxFKpMoLe1sD9vy6mNTER+xauhnYzNAQAG1twfs37rBnxVZiIu+jr1TgWyWAxp+0Qv9x1t5FY2Zj7WCDTF+P84dOYWZlwYCpw/im/ee07vcRkZduEhF+DaWJEQ06NadSneCiOe9etoXrpy+RmpSC0sSIgNDKNOjUHJlcRviBUxxcswuAb9p/DkC7QV0JrF+N6f2/o3qzWtRs3QCA1MRHbF+ygduXtO7L5Sp606J3e0wstC+Rf1kg63ZozN4/t5GVlolHeS/aDOyMobESgAeR99j75zbi7jygsKAAGxcHmnZrXco7IF8TzG1DN0SpOZT3qc9PY37X+fzPWbtKfa9LpmzQOba2sGPDvEPP96MQEHjFPO1doWSugPSkdNYvOkRO8wo0r+ZKWkI6idHJVKrvj3tlV1aMW8/uxYeo3DAAqVzCg5txuAY4YWxpVEp2ScxsTSkX6Mae3w7RpFdd9BR6HF17Cj0DGb6hXgAEN6/EsjHrOL7hNL4hXsTfSaC6Z00btDUKXzmCciggICDwHygr+2E9HyvWn4spevCoNCLCbiex6XzMcyu1lSpU4NqNG5Rzd39pc3+S9yWLY8nMsikeq/Ays2FWtYHYKSyQiiRU2zoIlbrgudyJShZVLgu1RkO3co0Z6Nuq1Gd2BhbcSv/3u9JvCiXXtZGNJWG/J3I9IpXMzHwCK5g/VhjjsbTQp3oVK2QyMRpN8caIRqNh3taj/LbrJGY10ug/P5EvP6wHQI5Yg0OnUfR1tiDu6FlCmtfhQEIg8c7XiNp2lPIBYtTSPMZGxNPU2Jh7hkbcScsi65Yp04E/tx9l0rLtpIslWJhY0CbIh9jbd9n4y590Ht6baoOnUk6dz4NbsUSLpSgVhnSrUGyVP7h2FzU+bEaYVJ+V4Tf4ee4GKu45w/e9WlHRwxG5vpz6Pdsxe98ZzkTcJ2XHKWyOXmJY1+a0q1GZh9Fx3Dx7hUOmFpSzs2RnbDLd+kwgN1PFrfO3CP2gHiKRiBVTFiGVS+k1bjAiRGxdtJYVUxYxYMqwonVKTUzm8vHzdP36U1R5KlbP/J29f26jTX9tCbO8nDwq1Q6mRa/2iBBxcucRlk6cj4tnXaKySm8cveveAQICJSlpRS8QiTFUqbi1LozF646jMFHgG+JJ1ZaVkUgldBzRiqNrT7Ji3HokMgk2bta4V3r+zbtmfetxYPlxNszcSWF+AfZednQY/gEyuVYNs3G1otVnjTm+4Qwnt4RjaGLAiZtH4ur6N5rzwi/+ORCUQwEBAYH/SMndyRqTD+g8eCRKS3LiI5mw5ig1nRs9l2Vv+BefU7NxUwYO/Yo+PbtjpFRyM+IW23btZt6sma/kOt41Su4WR2ekkJ4Xzyf6nahrp3WLu5B8mwKN9nMfEydW3jlAVkEuhlJ9AM6USEjjY+LElvthaDSaopf3kn0qmntwPfU+7kb2Zc7L3cgOmVjKmaSbuBpp3YuzCnK5lnav6PhNpqyMvStTY8jNK2Tm3KuEVrVGIhFTO9SGQV+fxMpCn6YNtL8zXy8T1m+9h1qtYeqavWw/dYUmPtWYs/8Onw2oyIhFmwgQyXF8wsXW2tGWhp1bkPmj1opl7WyHoiCBhEQxxq5wIldN70AnPHyC6drnKA9Skvhl406aONswasgnXLzzgBELNzGwcVUebNhFZprWayssNZtqhgYs+X4QJ67d5tvftuHnpa2BVrF2FaYdv4yRQp8V3/RmxZjZiEwN6ThhMUdmDqXeh02Je5RGkG8SQzo24s7ZK2zYeYwRCzdhb2GCXF+OWCJBKpWy7cw1ejcLZfO4/kz+5id23IxmS9hlApR6xN+L4ctfxmBmrU1w0XFId34cPJ7blyIoV1FrxVcXqmk/uCv6hlqlLrhRKOEHi5P9eJT30vl+Wn7agasnL/KJi4Tpt0TvnXeAgEBJSlrRcyQSdllYI4JSMfYAjt52dP6mbZmyOo1uU6qteb8GOsf6hvql2kriFeyBV7BH0fEAUY/47eEbi3Yfhy8bWPeZAl4gb2dAg4CAgMAbTMkHj7JicxBLubToS+zKeXP/wd9biioE+HNg+xbuRUfToGUrgmrVZfT3E7CxFpI+/FtK1cgs1ENUoM/8azu5kxHLsYdX+PL0XKQibZmEDq51kIokDA6bzfXU+xyMO8+MK2t1ZPb0asb9rIeMPLuIW2kP2HzvOL/d0nXH+8K/HeHJEQw9NZeLj25zJyOWXQ/OMOTkL4DWhfQTj4Z8d/4PDsad53rqfQaHzUat+efuwa+DsmLZ8lCjZyll5fq71A7VZumrFmTFg9gszpxPolaItq1vd2/i4rMZNOI4C7Ydo0NQTZYvTqBfl/J0qh9Il/rBRInzdGTbuOgq2QZKBSYGatxdtW6VATIRdmIlM368hUQt51jkFZxkEhzv3WfF8MlcmbccX1UO87YeBeBRvDZG10FfRodK5fCwt+SThtXoULsyv24/DkC8VM7VqDh+HdqFIC8X7EyUtPN2wtnanPVHL3Al7DxbZ/xG2qbdbBg9k/D1u3HJzKBZVT82n7ikM19PR2uGd2yEh70l3nIJ/tZmHLtym8QHDzEyMylSDAHMbS0xMjMm8UFxMh9TK/MixRDAyNyErLTisKTMtAw2zV/Fj4PHM/6Trxn/8XCy0jPwMKQoBgvARF/2WuO1BQReF+9rjP3zIlgOBQQEBF4w9qYGxDyhIMpMbbFuOwYHUwOOj9Rm/uveRbfeoKuzM/kpuolkqlSuzPZ1Ty9psH/bllJtS+a+Fi+Ut4KSSrsIEYrohmTYHSdk62e4G9kxIagX3Y5MBrRK2+p63/LlqXnU2TEET2NHvqvcnc6HJhTJcDK0Ylnt/zH63BJ+v7WLShYejK3cjb7Hi627AWZu7Gg8iQkXltNy7ygK1WpcjWxp4VS9qM/4oF5kFeTx8eFJGEj06OvdguyC3Je8Ii+Gp2XsFVlKKHyYT+1QrfVTX19C1UArzl1IIriyJQAOdgo2r2jA0ImHUBkWMHXLFqR+IjbcucqG7tsoKCxEJtJ13ZVIyqpxqOHnKdXpPP0C0lQVazdFMXJYW3oMOkZCRiouMjFVaocQ2lLrpnry5j36zt9An+lfY2dvDYCTvkwnOUyQpzM7T18lALiTnEaOKp8KfSYCkJ+Xz7w1BylQa7gaEUX8snDqfNiEh24uHLh6l7jkNHLzVIhOXyPEzw1Miy3Avs661mAzAzlJ6ZloNOY6sau6i1n8p7jE9YsQ6bg3r/95OZmpGTTv2Q5TK3OkMilLvptDYUFBkXfA9P5H6FC/HDVfs2L4Q4vBOPq60W36V691HgLvF+9rjP3zIiiHAgICAiVYu38zWbk59GjR6bn6J6Qkse7AFuKS4lEqlAxv0l548LyBlFTaAWRZDrgmdS9S2gFiOhUr5FUsvTnSYpbOOakf6yrlTRyDaeIYrNPW0a2uznFlC0/WNxj31LkZSvVZUGMoMPR5LuWNoqx1BfBuYMHxvfV12vasb1yqX83qNiyYGcoH315k9ZieXEvIZdHRuySk52JtrE/z/PtYSDVwQzdp35UTrXH9+GzRsZuzNjmEs52SFk19qd3EiaTIzjQe+TNG+cY8jI7Hwk5reTdKSgPAwtYK2XNkC1VrNFiZKNnwXV8AFn87m0p1qhDUMJRrR85w7ZYJN/QUrAo7y7juLUkMv8z1o+fIC6lGcloWEqkUzWN3cllJ5U4kQq3WYO1kS/qjVFISkoush4/ik8hIScfa8fndi+9dv0OL3u3xDvIHIDM1nczUf5SsUEDgneZ9ibH/twjKoYCAgMB/ZO+pg8ilMr7sPBCZTEZ+fj5t7M4QnlmBiEdS4cHzhiDsFr8c/u26PpnExtZIhlQiYeu5u2yJLCAnXwQyAxJyIDIhAz0LbS3AjILiMa7eiytTrpG5Mfeu3yG9dioSmRQvB2ui45KIuXWHzQtWE9wolMNnr2FlpGDfHxuLErk8yM3XkRMeeZ9yDlaQmkg5KzMS064gFolwsTHHVCLC1kiBm60FeW4OnHqUxokTF6nt54ZTdiYRF69jhIbrccmYKPQxszYnNfEReYYm5KvyKcjPR1oi07BHBW9sXRxYO2spLXq3Bw1sW7wOO3dH3EvEET4LS3srLh45i5OnC6o8FbuXbkYiLcva+uaRfDWW83MOkvEgBQtfO2pPbV+qLeirRuzu8Tv1fvoIMy+bvxcqIFAG73qM/X9BUA4FBAQE/iPJaSn4unlhZqyt/ZWSnwrA4h7BOFqXnYRE4NUj7Ba/HP7NupZMYhOXkY/Y2J4Ve44gNnVFpG8M6kLUeRk8UOWhTC4g0NOJY9HxeGbmcObmPSav2l2m7KqNaxCx9QAzB31PQX4B/aaPoPmouVSqG0pk9APWffMzR9US6hjrozQpTkX/IDefXVHx+MclEXbtLuuOnOfnwR05efUagc7WBHs502v6MkZ3aUpaoYaIpDROrt1HrQAParauz9ldYey/F4djWio+TWozd/1+YhIeYeJqj3/1ilw7eZFt4ZFkR0ZxycuRwPrVdOYtEonoOuJTti9ez+IxPwNahbHlp+2f7m5aBm0HdWXz/FXM/Xo6RmbG1O/YjKz0rOc+/1WjVmtYO24+B3/fQlXXEAztTWi2qDtyhR5ZKensG7WKxISHXI++jAveuCVVovmK3shNDDi6YjtLh//Iwth9RfKuHw1nUsvP+OXOdowsTMlOy2Tp8Jlc3n+K3IxsTG0tadS/A00HfgRAdlomq779hXPbj5Cfm4dLRW86TxiMe6Dv61oSAYHXiuh50nC/KqpUqaI5e/bs33cUEBAQeIk86Vaq0Wg4ciGM01fDSc/KwMLEjDqVQ6nsXQGA/80dr3Nugyq12X/2iE6bm70Lfdt0e2XzfxGsWXiArMxceg5trvO3gMCLoMbkA6VcUTUaDeqMONQZ8ZCfC2IJIrkhYhNHJAam7PksmGELNnAlKg5XG3N+6NWKduMWsmBIZ1pWL090QgrVP5/GjokDqejhqCN7x+krzFi7n9uxSViaKPmkUVU+b1O3SOmqNngqHesEcjsuib3nbqDQl9G3eU0Gta5TJCMzJ4+pq/ew/fRVktOysDRREuztzIiPGuNqa0FqZg7DFqznyOVI9OUyOtYJJCtXxa0HCawb2weADuMW4u1kw8RexWVNhsxdx6OMLJaO6P6ylvuN5YcW/2fvLMOjuLoA/K4l2ejG3UMCJBAgEFyCO8HdtUApbfHSQmmLt7QUaClQSj/ciktx1+ABQoyECHH3le/H0oSQYC2UAvM+Dw+ZO/feOXN3dnbOHBtL1I17tBzVnXo9W3H+011cuXOBtrMHULdbCxb1nox9qjVOHStj36QCW79aTtSNUOYHbURHrvtCyuHvE7/j3rnrDP5hMsYWpiRHx5OVnI5/56ZoNBq+bj0afWMDAqcMwVBhzKkN+/jz5y3Mv7wBhY3FG1wdgfcZkUgUpNFoar6RYwvKoYCAgEBpHlcOD54/yq2IO7Rv0ApLhTnRD2PYfnwvfVp2paJLBbJys1mx43cqOlegYfW66Mh0SExNZtm2VQxu3wdbC2skYgn6em9XFrTHFcK83ALQgNxA902LJfCO4Dpl7wtUkSyhYsXvCKxSh1F+37wWeWqPnc/gVnUZ1aHha5lfQIuqUMmtX88ScyKEopxCcoqyiVPGM3rtLA4O+q1UX49+NQhbe6VUm8+ohiz9eCaNvZoR8ENPbl26zO8TF/Hdhc3cXHWG5JuxqIqUpKQm0nbJYOyqubKo1yTMZebYyu3IeZiJvpURru2q4NGpGndOXWFR78ksDd+Ljrzk/ja9wUDqdmtJu/F9/41lERAow5tUDgW3UgEBAYGnUFhUyOnrFxjSoS+udtp6Z2bGpjxIjOPcrctUdKmAkb4hYrEYHZkORvraVPqGcn0A9PXkxW1vM3J9QSkUeLU8LYmNqb6M/CJ1mfhFRzP9F5pXqS5CKpY9v6PAG+HWr2eIORlKjY+bY2BjwtaRS3GTuSKWiGm7bigHh6whQz+LNGUaToZVORC0i3b1uuA9qB4OjSogM9DFdlnp4uO6Ul1OTNiKeWVbGswOJPpOOJc+XQpq7euHmrUa8GD/Xa4VXcahlgf2le24tyUIsURMZORdCnPzGeNeurZdUX4hiZHPLzkkIPAuIiiHAgICAk8hITUZpUrJ6j3rH88kj0qtxtTY5I3J9W/zpFvp8jk7sbI3Ra6vw4XjdxCJoEZ9L9r2qItYrF0ppVLFn9svcvVcKHk5BVjbm9Kyiz9eVZze5KkI/A00Gg07QpazP/x/JOXGYaJrRoBLNwZWncr99DusvDaTO8mX0ZHo4W/XghHVZ2GgYwzAogvjySxIZUaj34vnW3/rW9y8dpB65TPyilQ4OK1GIs2mINcbZ4cjKDX5ZGVUIyy8B7YmCmr7biQ08wp7w66wN+w3AFa2P09izgOmHevOjIa/sz74OyLTgxlabQYrrn7BwuZ7qGDmW3zMg+HrWHNjDms6XkEmeX52UoFXjzK/iIi9N6nxUTNs/V0BeChKwFhqTMTem3gPrAsiERoxKFEhkkooKCoAEcgMdNAzMygzp0gsxsncFYmejNrT2iKWSYiLjSYmOQojZzMAsq8n4/dhM5zzkgg+cZlfps+lUUBLIvbcQFNJhLGVGdP3Lyszt9y47PEEBN4HBOVQQEDgvefxrIl2Cjld3HMx1xeheeT4NrBtT0yMSiuDErH4TYj6n+HquVAatKjC6OmdiYtOZuPPh3FwsaRanQoAbFl5jJTEDHqPao6JqSEhN6JY8/1+xs7oip2TEMfzNvH7zbnsD/udodVm4G1Zm8yCFMLTbpGvzGPGyX5UMPPl2+Z7yCpMZ8mlifxw6VOm1V/xzDmNHxVgX3AwBABDozBqOroxvv4WknLjmH92FPPq1ad75S7kFNZk5smHOBh7MKDKFO14XXMScx4A8NuN2Qyp9gV2hi7IpYZcjDvEoYiNpZTDQ5EbCXDp+lTF8MKSSa9iqQSeQU58BhqlmiuI6TP3KHHpedR8kIa1exFZ0all+ttXdEGjVqNWqYvb8jJziA+NwtPLAwAjCwWGuoYoKlghlmkzskbdDC3uX5CeS15SNndXXwCRCGvMaevXCWWykpzMDDx6+ZOZmIpILMLKVUhMJSAA8H4/3QgICLz3/JU1MTY9Dw0Qm57Hlag0EjLysTa1QCqRkJaVgYWJWal/pkaKp875V5Fu9X8opvtVY22ntQRa2ijw9ffArZI9YbdjAEhJzOD6hVD6jmmJm5cd5lbG1GteBa+qTlw4fvsNSy7wMuQV5bAzZAUDq06lhVsv7IxcqWhRk3YVBnEiajv5yhw+qb0YF0UlqljVZWyt+ZyL2UdcVuRz5w6sbs+ZKU3p6ueAlYGC+a0W42hcgRo2janv2J7riacBMNAxRirWQVcix1RuhancCom4pDRDb+9PqGHTGBtDZ0z0zGnl1oeT0TspVOUD8CAzlJCUK7R07f16Fknghfgrx8WCP0OK77cFSjXJ2QXEZZR1MbZxd6RGu4YoC4uID4vmQXA4P4/4Ej2DEhdjdz9vJBIJ0TdDSQiP4dLOYxxZ+cdjx9T+r2hgR9XJTfD5tCEPTZK5nnyV5sv74R1Qiwp1qvB9nylcP3SOpPtxhF68xfbZKwk5e+21roeAwH8VQTkUEHiCKeP78tMP5RerXvfbYkYPbvvC23+Xrm18OXRg2z+eR+D5LDgYUiq+CUCp1hCelI2uji4Nq9Vl39nDXL5zjeSMVOKSH3LhVhAXg688ZUYwkBsgk0oJjQ4nKzeb/IL8130a/zo2jualto0V+mRnah/wYu8no9HAd9M28vnIFcX/7t6IJiVRKMb9NvEg8x5F6gJ8rRuUsy8UF5NK6MtK4mormtdELBLzIDO0TP9n4WjiiURc4sxkJrcmIz/lhcY+biEEqG3fCplYxtmY/QAcitiIp1l1nBUVX0omgVfDjqux1J97lNo/nUcpArv03OJ9IsBKose5rKJyxw5fOg2xWMyfP21hZtNhFOQWMOLnz4r3G5oZ4x5QFXVaEZ/VH8Cx33bRdfrw4v16pvqgK+LGnrN8EziGhX0nkJOfzQfrZ2Fop0AkEvHploVUbuTHr+PmMalmb5YO+pz40GghU6nAe4vgViog8BJ06TmUDp37v2kxBF4hceUkxQDIf1Rsu4V/EwzlBpy6do4dJ/ahp6OLrYU1jarXe+qcErGYDg1ac+TySY5cPomLrdN/vpTFk661nUW5mOs8/f2hRFJ6nwhR8Vt6jUaDSARjZ3Qr00+m83YU436fefxacLSOxeQppTo1aJ5af++vVrFIDE/kJVWqyyoCElHpxxERItQadZl+5aErLZ2sRiqWEeDSjcORG2no2IFjUdvo6zPhheYSeLWUqmcpEXPW3IR28SnkSMWk6MjwrNESvfRsDhrqs+DRmCYDO+DcojIABqbGSHV1GPjtp8VtOQmZXH/sGPXHt+PI6PUMHf0JXj1roWOkyzc7f0WVXgTmUH1UAOKfTtD6p97Y1HJBrVSTHpZIyLVLePWshdzIgH7zxtNv3vh/d3EEBP6jCMqhgMBLIJcbIJcLQervEuVlTbyQ6oK9Qlt6QiQSUa+qP/Wq+j91jvG9RpVpq1W5OrUqV3+1wr4mnixIHpueR1BmGlWt/t61budsgUYD2Rm5uFd6N+J4ZgSsxtHbimFL2j2/81vMk9dCTJI5RjZS1lzew9SAcaX6Ohl7cjhyE7lF2cXWw7spl1Fr1DgYa2NPTXTNiUgLLjUuMr309osgFctQa1TP7/iIVu59GL2/CXvD1pBXlE0jp04vfUyBf86Tnhm7bbUeB70eJCFXqYiV6/KLqy1GlkZ/+xhyC0MaLejKzZWnOTVlOyIRGLuYU31cMwBcW/sg1ZNxb+sVglefRaIrxdjJDLcOvs+ZWUDg/URQDgUEnsO1oLPMnjGWwSMmkpqaxJkTB1i2et8Ljz+0fyvbNq3kYdwDLK3taNuxD526DkT8KKFJXGwUixdM4+7ta1jZ2DPsgymv61QEymFiK69SD8OgTZ0/sZXXG5Tq36U811qVWkNEUvbfms/SRkH1uhXYvPIo7XrVw97ZkrycfMLvxmFuaYxPTbdXIfZbRfDxSGY2XcOqxIkYW/x3XzA9eS2o1XqkJDXjtOZHDkdY421Vm6yCNMLSbtDUpQfrb33Logsf0ddnAtmFGSy9PJm6Dm2xM9Jmo6xqVZ9td5dxKGIj3pa1OReznzvJlzGX276UXNYGjtxLvUZCzgP0pAYY6Tw95hfA3sidShb+rL7+NY2cOqIv+/vKh8Df50nPDJVYxA57C3bYl7hsymUS5jy633b644MyczzZZmBtTJf9pV9UGDubU/+rp78AcGzihWOT9+eeLiDwTxCUQwGBZ3DmxAEWzZ/CRxNm0zCgLet+W/xS33PJwwAAIABJREFU4w/s2cTa1T8watzneHj6EBV5j8ULpyOVSunQuT9qtZqvPx+NoZEx3y7dTEF+PsuXfE1RUeFrOiOBJwmsrrVsPe5SObGVV3H7+8DzXGv/Dt2HBnB09xX2bz5HRmoOcgNdHN2s3hlL4rtKedfCw7jOqFT6bLz9PSlB8Sh0LQhw6YaeVM6Xjdex4uoMPj3cHplYl9r2LRlRfVbx2Bq2Tejt/Qn/uzmPAlUejZ0609ZjABdiD72UXJ0rjmTRhfGM3t+EQlU+K9uff+6Ylq69CE46TwshEc0b42n1LCUiEWqN5r283woI/NcRlEMBgaewf/dGfl0+j2kzf6RGrYZ/a46N/1vKkJGTaNC4DQA2to507xPN3p3r6NC5P9eCzvAgKoxV649hZa0N7Bkx9jMmjRMeZv5NAqvbv9cPJ+U9wF1UmBe71vYY3rTUvpFTy76hf7KPRCqhRedatOhc6xVL++ZQK9X8+tF+Tv5PG/HUdGgN+s1rjlgspqhQyabPj3Fq/Q1y0vJxqGxJr6+aUq2VB4n305jZdA0AQ620kVWNB/pSv4cP3/Xcwm+pk5FIJcSHpjDO60dajKzJiJ/aA7D+syOEXYrliz+1MasPbifyv0mHuHMyCh25lCrN3Bj4XStMbUosY8dWX2XnwjMkRqRh4WRCy1G1aPtR7WJvhe7imYz4uT03DkdwdV8oJtYG9PwygEb9fJ/yMC9Gp6ALK9svKbMmLopKfBOw+Znr1sfnU/r4fFqqbUDVqcV/f1z7++eOsTdyZ2Hz3aX6WBs4srvn0wuVp+YnYmfoio9VnWfKJ/D6eJpnxpwuVd7re66AwH8ZQTkUECiH82cOs3/3Rub9sJ5K3n8vbiwjPYWkxHiWfPc5SxfNKG5XqZTF9fMeRIVjbmFdrBgCeFXyLX6IExD4NxBca1+MU+tv0mRgNb45O5SoGwn8PGI3praGdPikHsuG7CQhPJWP1nXF3MGYK/tCmdtxPXMvjsDRx4oJW3uwsNtmvrs1GkMzOTpyGWKJiKJ8JeGX4/Cs40jw8fsYWegTfLykDMTtE/ep3kYbv5cWn8WMxqtpOqQGAxa0RFWkYsP0o8zrtIHZ54YhFos5vCKITTOOMWRxG9z87HhwK5GfR+xCIhPTZmzt4nm3fnWCvnOa02d2M46uusqyoTup1ND5nbgW8opyiMkKY/e9VfSoPO75AwReG4JnhoDA24egHAoIlIOLmxcikYg/922hYuVqT83I9yzUaq0COObjWVTyqVFuHw3vbh08gbcH4QHuxWhS6VcatZqNfUVL7CtaEn8vhT2LzlGrU0XObLjJ0sjxWDppY+HajK3NzSMRHFp+meHL2mNoprXCmlgZlIo5dK1hS/Cx+1rl8MR92ozx5495p0mLz0LfRJewS7H0m9cCgIM/XcLZ16Z4G2Dsms4MNp9H+OU4Kvg7sPXrE/Sb14K63bwBsHY1pfPkBhz86VIp5bBRP18a9dMm5Oj1VQD7Fp/nzqkoAh+1vc3Xws9XPuNk9E5q27WgtXu/Ny3Oe8/77pkhIPC2ISiHAgKUTt3uGZ1O1cp2zFm0lqkf9+PHb6fz4adfv7SCaGpmgbmFNfFx0TRr1bncPk7OHqQkJ5CUGI+llTZBw707N1CrXyyFu8DT2flBR8zcKtJw4vzXMv/RWWPIT0+l7XcbXsv8/zbCA9zzEYtFlBRpAM+6jmz84hh3T0ej0cDH3ktL9VcWqPBp6vrMOb0buxB84j6dpzbk9on7tB1Xm5vHIoutiFKZBA9/7ecScSWeOyej6Gf0TZl5EsLTsHI1JeVBJr+M2s2K0XuK96mV6uIyI3/hXNW6+G+JVIKxpQEZiTnA238tfFz7+3JdVQUEBAQEno+gHAq89zyZur1AqeJcRAoXEiTM+e5/THlMQXxZ+g4ax8+LZ2FgaEyt2o1RqpSE3wsmJTmBHn1HUc2vPg6Obnw7ZyLDx0yjsKCAFctmI5EIX80XISn2OkGH55OVGoW5XRWa9vypuC3fPZFkCt60iAKvCLWyCLFU9lJjEoLjODJrN11WDEDPWP6aJNMiEsHciyOQyEq7hOvIny2zdxMXDiy7yIPbieRlFeLmZ4d3YxduHYvE2NIAz3qOSGXa2pAatYYa7SrQf0HLMvMorA0pyNXWDxzxU3s86zk+87hPyikSaecXEBAQEHi/EZ5ABd57ykvjr1RrWHAwhDNTmjJ30dpHCuLnmJlbvtTcrdr1QFdPzvZNK1mzYiE6uno4u1SgfWetq5NYLGb6V8tYvPAzPhndDSsrO4Z+MJUFX3/yys7vXebqsUUoLCvQqPN3SGR6pdryL6dj6uT5hiUUeBox545z47clpEeEgEiERSVf/Md/gcK1AllxD9jWpQGNZi3m3s4NJN26Qs2x06jUfRBRx/ZzdeUiMqMj0TM1x6tzX6oOGlts2d8SWJ9K3Qfg03dk8bGOTOiPuWcl6kz4qriPZ8ee5CTGE/nnLmQGhlTuORiffiX1KjMf3GfntPEUhN8kXdeM+Id1cDLS8HhB93vnYzC1M8KzrgMaDaQ/zMYnoHxLoVRHq+CpVaUVsIoNnVAWqNi54AwVGzghkYjxbuLC8pG7MbEyKI43BHCtbsu5LcFYOiuKFcbHkRvpYmZvxMPwNBoPqPaSn4iAgICAgICgHAoIlEndfr/yhwCIHrXb2juzZvOp4v39Bn9U/HffQePoO2jcU7cBmjTrQJNmHZ56fHtHV+b9sL5U27b911/yLN5PstNj8KjWDX1j6zJtCcoriFRiTn87lXv7NwFQqWN/6oydgUgs5t7+zdzctJz0qFAkunLsqtej3sffYGhVkhwo7f49zi/5kvgrZ1Cr1Zi7V6LR1EWYe1QuI0vyvVvsG98Drw59qP3B9Nd/8m85yrxcKvccgplHJZQF+dz47UeOTBxK4IbDxX2Cls2n1rhp1P9sPmKpjOS7Nzn+2WiqDv4Qt1aBJN++zrl509AxMKRSj8EvdfzbG1dRbfjH+KzZS+y5Y1z4biZWvrWwquKHRq1mx0eDicoVs7f6RGTqQgIz/odIpGT78sv0cW1MzJ1kdi08Q9fPGmHnaUHDvlVYOngHAxa2xK2GLdmpeQQfv4+1mym1u1TGwlmBSARX9t7Dr4MXOnIpckNd5Ia6uNaw5dTaG/Sd0xwAz7oOpDzIIDEyrVR8YesxtTiyMohFvbYQOKkBxpb6JESkcXZzMAO/bYXcSJceM5qwatx+DBR6VG9bAVWRisgr8aTGZtF56t/LuiwgICAg8P4gKIcC7z1Pq8Nkp3i9bmgCz0elLOT6qaVE3/2TooIcFFYVqNboQ/SNrNizsgsAlw5+zaWDX+PfajoXD35d3IYHRF4Lwd03kM4rD5ASdpuTs8ejb2GNb5/RqIuKqDl8CqYuFchLT+HCklkc+XwEnZZrY7VykuLZOaIdNlX9affjNnSNTEgMvoJGXbb2X/zVcxyY1I8aQybg27tsEWeBsrg0bVtqu/70haxv5k1y8HX0rWwAqNR9IC5N2xX3CVoyB4VHNUJPK/Ad4oKJkxtJd+5y4Ydvycr0wH+YVvmJu/aAxMg9eHfWJoJS5iuJPh9BVP9VmDgoUCtV2NVuRKXugwAoyG2DVH8pf05ZjIFjc0xsslDGRbK1zldk6JkxLD6RiLR61LLeQeH9ZKbUXI5MrkPjAb5YGhaxbfgarFCS6yLn908OkpaQjaGZHA9/e7wfWRLN7Y3pMTOADdOP8vPwXTQa4MvY1dpYZO8mLoRdjMW7iQsAOnoyKtRxIPxSXHG8IYCZnTFfnx7KummH+abNWgrzlVg4meDbwh2prtaS2GyYH7oGOuxaeIb10w6jI5fh4G1JmzH+r/gTFBAQEBB4FxGUQ4F3nm9nLMHI2JARnw4qd/+rSN2elJDMp4M+Y+YPU3HzdPmHEgv8xfWTS3hw7wj+raZjaGJHSNAGTm7/mDaDN9Fx1F72ruxK1YYf4OjVHJmOPjaudYvbbv/6O+oCNfU/nYtIJMLUxZOM6DBurF+Gb5/RVOzYt/g4xvYuNJy8gE0965KdEIuhtT23tq5CKtenxZzVSGQ6ACicPMrIGHX6IIc/H0GDifPwatvrX1ubt53MmCiu/rKQ5OBr5KelotGo0ajV5CTEFiuHFpWqlhqTfj8M+9pNCD2jIjU8CQtPa6T6TqDK4uH1CECrHGY/zMSzbokFODsxE9vqbviN7ULQb2cpyMrH1F37/U6PTuHYN3uRW1hhVcWOSr1acvKrOaikxmTomRXPUdO/IpooEfd8rVm2/0OM7RUcnrGLgvQ8Gk9ug66hLhEn7hGy/yYdFo1EbmrAk3T7vDHdPm9cpr3f3Bb0m9uiVNuXx8q3hNpWMGfClp7PXNsGvavQoHeVp+7fop5Zpm1Z5MfPnFPg9dJmyRCmtR5NQ4+ab1oUAQGB9xyhmJrAe09gdXvmdKmCvUKOCLBXyJ9ZoPeXb3/j2xlli0ELvFqURXmEX99O1YZjsHOrj7G5K37NJ6Orb0b49e3IDcwRiUTIdAyQG5gjlclLtYlUEqwr+5XKMmtdpRY5SfEUZmeSdPc6Byb0ZW0nX1YFOLFtkNalLztBW1Q7OeQmNr51ihXD8ki+e52DkwbQZPrid04xDL8Yw2SfxeSklbWqvwqOTBhCfloqdSfPod2qHXRcsw+RRIqqqKi4j1Su/8QoDRKZBDNXCxKC4wi/GMPeZVcAyE3JJi8tB5FIRG5KNtaVS5RDAzN99M0NMLE3pUpXP9RKNcpCbezf7V3Xcarnjr65ETK5FIsK1jjVcUOm0WCgKnlhlCqVogEkRnJMHExJCI4j7X4yDT5pgYWHFUY2Jvj2rIWhlTGRJ0Nfy5oJvLusG7yI2q6+b1oMAQEBAcFyKCAAb3/q9neR7PQY1GollvYl1iOxWIKFnQ8ZKZHljtlxNZbcQhUTt9zAJzoNF5lpuf00wN6PuuNQqzFNZ/6E3NSC/PRUdo5sh6qo8LFez8bIzgm5qQV3d6/DpWFrJDq6L3uar42hq3xo5zuCLjXLLwK+Z90w8rKT6T5yBwDLB23DuoI5gZ81eS3yPF4uxlVfxYD7YdSZ+BW2fvUASLl7E41K+cw5FC4VSLh+Cet69Um4HYezvSX6klh0FVZYeDqScDseia4RmrxszD0sSQpJQKNRkpsUDVQHQG6mVTiV+VolNC0ymayHGRTGxZMUVkTYpeWIlQ9BlYV7fio3DLRJqNLVCZijoU0VrVUzNSIJZaGS7cPWlJJRVaQiOyHzla2bwLtNkUqJTCLFzMDkTYsiICAgAAjKocA7RkF+IWuWrufS6Svo6unQslPTUvuVRUq2/b6Ts8cukpOdi72TLV0HdqKqn7ZgtFql5tfFa7l9/S4ZaZmYWZjSpHUD2nRtgVgsZvva3Zw+fA6AAW202RCnzvsEC2tzAFISU9ny2w5Cb4dhYWVBv1E98KlRNnmJwPMpqctWtr5keTUn/ypJMtVEgwYoVKqJvxnEH1di6FzDAYCEW5fRt7Qh80EE+ekp+I+ejrGdMwARx3aXms/CqyqhB7agKip8qvVQ19iU1gvXsWdMZw5MGkDr+b//pxTEZ9G8y7eUKX73DJZ96Ylfw1HUbvr0TLpqtQY0GsSS0k4pT5aLicwRkSsz5OjqX+lgZUdu0kMuL5mN6DklXLz7DGfPkI7o2xwgMVgfseQ+ZrLLVOw5EYmBLQnBsehZeJIVd4SE6xfJSVGhSt6DmMeVztLXjkatwb1pRRLOWqJv54r3gE7IDXQ59NF5uqftQGMQiE7eA8yTD4JYQg2nRy8cNKBnok+LLzuWkVMmf7q1WeC/weWom2y8vIeo1FhAhKeVCyMb9sbJzI6EzGQG/T6JyS1HsvfWMe4lROJgasuE5kMRiUQsPraGiOQHuFs6MbHFcGyMS7JYn4+8xrqLO4lKjcVMX0ETz9r09e+E7NG1PXDNRFpUrE9idipnw4Oo7ujNZ21Gl3ErTclOY+XZLQRF3aRQVYS9wpoRDXrh61CJuIxEVpzeSEhCBLmF+TiY2tDfP5DariUZageumUjryo1Iyk7l+L0L6OvICfRtTrcabf7VdX4ZOi34le51fOnX0O+F+7zIGAEBgZdDUA4F3ik2rNxK8NU7fDh9JGbmCv5Yt4eQm6HUrK+1Gqz4bg2J8Ul8MHkoZhamXL90i0Uzl/LlD1NxcnNErdFgaq5g7NQRGCkMiQi5z+rFazE0NqBxqwa07dqCuAfx5GTlMnKCNibI0MiAtNR0ALau2UGvoV0ZOKY3OzfsY+nclSxaMxs9ud4bW5O3icetS04KCaN1pCTFXsdQobXqqtUqkuNu4VypbJ238kqS6BekcXzhFALmzCAl7A7X1y6hxuBPMbRxQKKjy60tK/HpNpS0yHtcWj6n1FjvrkO4vf03Dk0bQo3Bn6BrpCDx9lVMXT2x8CyJ55IrzGm/9A92jwnk4OSBtJq35oUUxKlb2uJg6olMosPROxsBaOkzgEENZyEWiTl2ZyO7rv5EbGooOlI9fBwaMLzJXMwNte6SSlURq05O42zoTjLzU1HILWlcsQeDGn7J1C1tScyMZvWp6aw+pc2cuvvj0tYsPXmJpWLzZ4eIuBxLxOVYzm24AUD3r7VutvEhyRz44Swxt0eScV6Cg00i9pWtALi84zY7vzlB32/bsO+70yRFpvHR1j5YuZtx9JdLXNxyi+zUXDINZJh6mJJno43Dk+epSMpsQ+Ht0+zo2xJjB2dqjZvOwY+GEhOcgI02jwwPQ1NY98UG4sNSyDLU4YqHgnY57dGcOwKpMUTHG5NS6I9hxTbsmXuCxMg0DI3c8HR4yNFJwxHLdBHp+WHqUDb+7y9MXS3IiElDoiNF30SOdQWtZbD5tys5O2cK3c98g1hmgm2D/sSf+rnUuPyMXEQiEYbWxs/9vAX+W+QXFRDo2wJXC0cKlYVsuLybmXsXs7xPST3btRd3MKJBb2xNLFly/H/M+/MXTORGDKzTBYXcmG8Pr+Snk+v5sr02g3VQ1C3m//kLoxr2xsfei6SsFH48/jtFKiXDG5TEiW6/9ie9a3VgcY8vyvVPyC8qYNIf81DIjfm87VjMDU2JTH7w2P58ajpXYUDtLuhKZZwIu8jX+5eyrPcsHE1ti/v9ce1P+tUOZEnP1lyKusnPp9bjbVuBSrZlY6ffVn4b3Qu57OXqnwoICDwbIeZQ4J0hPy+fkwfP0HNIF6r6eePgYs/wTwYiFmstBQlxSZw/cYkx00ZQsYonVraWtOgYgG8tH47u05aqkEoldB3QETcvFyytLajdqCYBbRtx7vglAPTkeujo6CCVSVGYmaAwM0EqK3nH0qpzc6rX8cXG3prugwLJycohKjzm31+Mt5C/rEux6XlogKh0Fefz/bh49EfiIs6SmRJJ0OH5FOSm4uHbtcz4J0uSANy2rktufhHbh7TkxJzxVOzYj6q9P0BuakHAF0u5f2Ifm3rV4/Kq+dQb/3WpsYZWdnRavgdVURG7RgeydUATbm1Zgbgc65ZcYU6HpTvITozl4JRBqAoLXuicT9zdjAY1C3odZkyz7zl48zd2XVkGaJW/vnWnsbjfGb4I3ExmXgoL9g0pHrv72s+cD9vDxLarWT7oKpPa/YaDmbYm3rQOa7EwtKdX7cn8PiKU30eUjYHbs24YW5YHApBv+h3GDnk4+OVh3fJHbFotJTJcq7Du//4sMuc/MKq1iOyceywZ9ANzxpUov0UFRWz4YiX5pnOwbvYbIXdWcPp/Vzm5Oog2n9Tn4z/6ct9Sn/qXH6LIKFmXXJUTv3tOZMDJewSuP4R9ncaE5IzDvHorjOwc6X00lO0LQilQ6HG0kSOXPU3xvZNClqoCK50+Rq/OXPKNR5FSVIcDP5yj3aRGeHnqoVFJiEhvTZ/DN2n67W4kRn6EV/+Yb8Oq0rrfOu6EJaHjMAb3dv0BqNypGilhSZjXGMOV+x7MG7Cc2KAo1k44QLRpN8TtviNdvz+XzheibDoH97baa8+mij2WXjacWHCQuKvRZCdmknTvITc2XyLxTvwLff4Cb44GHjVp4FETe4U1rhaOfNJsKAmZSYQkRBT36VKtFf4uVXE0taVLtZZEpcbSsWozfB0q4WxuT4eqzbgRe7e4/8agPXSr0ZqWlRtiZ2KFr0MlhtTrzr7g42ges9JXsfeie4022CmssVdY8yTH7p0nLTeDL9p9SBV7L+xMrKjv7oevQyUA3CycaOcTgKuFA3YKa3rX7IC7pTOnwy6XmqeGkzcdqzbDTmFNJ9/m2JlYcS3mzqteyjeKqYE+ejqCcigg8CoRLIcC7wyJ8UkolUo8KrkVt+nJ9XBw0VqdosKj0Wg0TB05s9Q4ZVERlXwrFm8f3XuC4wdPk5KQSmFhESqlCnNrM14ER9eSuEVTcwUAmRlC/NGLUJ7lb1dmU3SlEnQPfkVRQTYKK08adVmE3NCizPgnS5Ksrz4N0CYYWjFlU5n+Hi0649Gic6m2URdSSm2buVWk3fdlxwI0/WJpqW25wpwe606V2/dpmBpYM6LJAkQiEY5mnsSlh7HjyhIC/cbSwqd/cT8bXPmg2SJGr6lJclYsFkb2JGZGY2fqgbd9PUQiEVbGjlSyqw2AkZ4ZYrEEuY4RpgZlHz6fRKKrJC83AVNdG/pO2UtC7A22fT8TGEHLD+vgVK0Fv86vhU8NO84uM2LgOO0DZkZqFBo11Owjp37gH8RHB3Fg0xgyz+rTaFBtqrfTZgRNq21PckoeXhHpXKheIo+l0dMt6lf3hKBWadjtbERidgHIpdyuYErdq4kUKNVcUonwevS83fLDOnjWdyb6sA0q9UPu3csiIyG7eK4T5+7z1fSW2FgZIs4r4HFV2dTZnOYzO3Jj00WMk/Mx1sC1DRdRouHcjsu0G9IYVx8H1DIxa1Ydx72KIw0DtYmOmkxpw/VNl7jwy0kKMvLQU8ix8LTBtZHnc9dc4M0Sl5HI/87/wd2ECDLystCgQa3RkJSViqWh9n7vau5Q3F+hr7W0u5RqMya/qID8ogL0ZLqEJt4nJCGCLVf2F/fRaDQUKAtJy83AzED7m+Bp5fJM2cKTonE1d8REblTu/vyiAtZd3MmF+9dJy81AqVZRqCwqJa9WfsdS22YGCtLzXs/v0aiVW3G2MEVHKmXfVe39oVNNb8a2aoBYLCrX/XPUyq24W5kzsWNAcVtuYRFfbD7AiTsRyHVk9GtQ46XcTLPzC1hy8AwnboeTlV+Anakxw5vWoUVV4TspIPCiCMqhwDvD88Kn1Go1IpGImT9MRSqVlNone/Tm8fyJS6xbvplew7pRobI7cn09Du8+TtDZay8kg0RSMu9fcXEa9YvHdb3PlGf5UyFlU2oz5k76rtwxXccdK/77r5IkXyRPKW572ZIk/zZetrVKxU9WtPVn7dmvyS3IJC49go3n5xKRdJPs/DQ0jxzQkrJisDCyp1nlvnyxvRMjf6tOdeem1HRpiZ9rS8Siv+cQItMxwM7ZHzMrT8ysPLG2/4OsILD1tEBuYIBILMHIUlv7U1NoCEDEnUMgdqLd0KmIJWLMrDxJeBDGwf3gUr0kW+jEVl6suRSHZXx2qWP2r+P8VHmSItOwqWBOTHaJtTFFUaJMbjcw4PAX9Qgfsh1bT+3LguYzOpIak8G81mvISc3D3tsO+eDGGOy/Q2XPR3FhCjl9No0snqdIqcLc3ZKAae348eO1ZKbl0G9hdz7vvhiHCjb0nvBYncXwOG6cCaFhoPZBVCbXoeag+tQcVP+l1vpNMH//VnZfv8ipKfPftCj/CWbu+QELQ1PGBQzA3MAUiVjCyPXTUapL4lMl4sfu54/+l5Zqe3SPf/Tjo9Fo6FurU7nlKB5X9HSlz3Y71zwnGdaKM5sIirrFsPo9sFdYoyvVYeHhlSifqMH6uPx/yat5iTjjl+Xg9RDa1ajMqlE9CH2YzOw/jmBuZEDfBjVeeI4NZ67Sv6EfQ5vWJigihoV7jmNvZkKA9/NdYTUaDePX7CQrr4AvurbAycKUqKQ0CpTPTnQlICBQGkE5FHireTxGzd5IirtETNjdSKxstQ+CBfkFxETFYWVribO7ExqNhoy0TCr7lq8w3AsOw83LlRaPvclMjE8q1UcqlaBRq1/fSb2nPGn5e7z9Rfgr2+xf14OdQs7EVl7/qSy0j1+vXpZpVLIt3yKtQcOMPzpTzakJn7T+BRN9SzLzUpiyuRVKlTabqod1NVYOvcWV+4e58eAkiw6OwtWyCl913fnCCuLDzHzqzz2KX0IKsiIpEUklypvcQJtkSSItO9dfLzyyM+ORSJ1LJaBxcKkN3KWoKLe4LbC6PdFeVoQk5SICbEy0Sl5jz5JEHqonrMYaDSB6seuilIyPvZRZuPwch09p3QRb91uHlYUB1hYGONmboKcr5fCpCKwsDPjxqzYkJudwOQOSlQZ0HrYJXakh/s4lx/jfthvckplgl5jPgPE7yMwqoKG/E+OG+nPgWDibdgdTUKikeQM3hvepUezO/l+g6DlZYN8HSv1WKMQYGcYzpnG/YlfNsMQoVE8oVy+Lh6UzD9LisSvHVfRl5zkWco6MvKxyrYe340JpVrEeDR4poYXKIuIzkrBX2Pyj4/5TzI0MmNC+MSKRCBdLM6KT09lw5upLKYfeDtYMCfAHwNnClNsxCaw/c+WFlMOL4dHcfBDPxnH9cbXS3lvtzYQssAICL4ugHAq8tTyZATEmS4mhmTNrlm/B2MQQhbmCHev3oFZpFTlbB2vqBfiz4rvf6D2sGy4eTmRn5XD3xj0sbS2oVb8GNvbWnD58juuXbmFtZ8n5E5e5e/MeBoYlCS0srM25cTmY+JiHGBoZIjd4MeVF4Nn8Zfl73LX0ZS1//+WSJE9erwVKNbfjLpXKpno3/hJmBrbEp0eQmZdC//ozsDFxAeBs6K4yc+rrGNHAszMNPDvTrHIfJmxsRnx6OPamFZCKZag1T3/YjU5ooAqvAAAgAElEQVTJ5e7DLGJlefgBSjRcCE9hx9VY7RqWkxG2DOVYIXT0JYh0M4i6lkilhiWfnW5cFg3rObN0biuK8pVM/+MeWck5xfvj7iaXmsfKzZQru+7wyQf+TN9zm7wiFebp+dq5pGImtPKComdbQT7o74e1hQEHT4SzeFZrxGIR3yw+xdEzkbQJ8GDh5y3QaLQWhy8XnaBADVUkeQyZ1oap03dzMVWDRqMptu7mqSBFJOGbT5uQnJbL1z+cIi0jD1MTObMnN+VBXCazl5zC29OSBv5Oz1+/cuj041dUsLZDRypl8yWtm3K/OgF80aE3YrGYLZdP88uJA4QmxiGX6VDXvSLfdB6ArUL7MHwm9DaBS79m/YiJLDiwjVuxUcwK7MeCg9sBsBzfB4DFvUfSu3bjvyXj20aZ34p0FZ76uqw8fYCprc1Izkln1ZnNZSxtL0ufWh2ZsfcHrIzNaeRRC4lYwv2UWO4lRDC0fo8XnifAsw6bg/Yxa9+PDK7bDQtDU+6nxCCX6eHrUAl7hQ1nI65Q17U6ErGEdZd2Uqgqev7ErxkfR5tSnhBVnGxYfvgc2fkvFoOtHWP7xLYNx2+HvdDYkLgkLAwNihVDAQGBv4egHAq8tZQXo3bPuhLypGB++OpndHR1aNExgIL8wuL9wz4ZxK6N+9j063ZSk9MwNDLAzdOFSo8siU3bNiI6Ioaf5q8CjYaa9WvQpksLTv55tniOJq0bcvfGPWaMm01+XkGpUhYCf5//iuVv8fiuGCrMGTLzl1c6b3nXq0SUxrIjk6jl8iVRycH8EbSYHv4TsTRyRCbRZe+1X2jnO5wHqSGsPVs6Yc6OoCWYGljjZlkViUTKibtb0NcxxtxQu15Wxk4Ex54loFJPpBJdjt3NL7W2PqlpiB9zeVbp5WGcmsfibTdp4WJWpsyjRCIrYzE3NLEj8Qlry4OIs5h4XePsWgts3K2wr2zF1T0hRF6JY9zmXgDI9KQ4+dpwfFUQZo4m5GcVcuCHM6Xmqd7eiz9/PEfR9jt83tCZtYdCcQzTZgUe3siNwOr2hF98drInA30d5HpSxGIRZo9ZGq0tDRnRV+sauuNqLP1+Oos8Kg1RUiI5+hI83cxxK8rmptiUq8EPqeGjfWDVAJ7ifFwcFbg4KqhZ1ZabdxNZ+2NnZFIJTvYmVK5gyfU7CX9bOQTYGnSGXv6N2D/+S4LjHvDJphVYGyv4IKAdhUolk9p0pYKVHak5WczavZERvy9h97gvSs3x1e6NfNmpL64W1sgkUh6kJvNn8BV2jP0cAGM9/b8t33+d/7UbhGVlD1ov0GbqLfvdExGT4g+aG4za8Dl2JtYMr9+TA749Sf3GB/pXLH9iIOi71cQcPM2IczvL7PNz9uHL9h+x4dJutl89iHFEJl6/XKfSrtkvJb+eTJf5XSaz8vQmZu75AaVahb3ChpENtN+f4Q168v3R1UzYPgdDXQMCfVtQpPz3lcPHrbFWOul42z9duRaJRGWcZZWqV+uBIwRwCAi8GgTlUOCtpbwYNbVEyjUbXyJ/m1buGKlUQpd+HejSr0P5+2VShn08gGEfDyjVHti3ffHfxgojJs0eX2bs7/uXv1CbwNP5L1v+/inlXa/p+fWBQiZsbAqIaOHdn041xiARS/i41c/8fuZL9l5fgYuFN8Maz2bGH12Kx8p1DNketJj4tHAQiXCzrMrMztvQk2kf+vvW+4ylh8cz/FdfilQFhKVuLn5Ajk3Pw1Op4fF0MNku0UiC3ai+K5RZO+7h2a50rT4TM2fioy8D9cjPSwescavUkrA/b3Jq/1d4+/UkPjqIS8e+p/mIL8m468e+b8+QnZKLpasp/Re1xa5iiRtpt1nN2TbjCEt6bcLc0YTA6U34eeC24v26+joMXNKBHV8dI+HPUFq5m9F0VnPWfryPAJ9/5j5XwUVrWfjLoqSXlodMIkKZX8jdzCJ2XI1FDzVyCUTHZhQrh3IJSB8zqCpM9LC3MUL2WAyzqYke6Rn5/0g+a2MFc7oMRCQSUcHanvCkeH46vp8PAtrRt06T4n4uFtYs6D6YenMmEpeegp2i5CXVxNZdCahYtXjbQEcXqViCtbHiH8n2NlLedy+3wIrQ+OZEzi2JKfUKOY6ewgSprg4bOnzFUq+WDD62CbvqPnhau7J/7K8UZuegHDccgJrOVdg/9tdS8/o5+eDn5ANA1KmLrP1lMK29GxXvXzNwQbkyPjmPpaEZU1t/UG5fa2ML5gROLNXWrUbrUtvlHWd+l8nlzvd3KOsJoeJGdHwpT4hb0Q+xNDLAUE8XUwM5yVklngIFRUruJ6XhZWtZat5bDx6W2XaxfDFLYEU7S5Kzc4hMTBWshwIC/wBBORR4a/mnMWoCAv8m5V+vEkSS0WwcvbVM/4ZeXWnoVbpkx+O1CltVGUSrKoOeeryKtv782F9r8a4/9yh5RWW/K1q079uVBnkcb+CAvULOmSlN2bNuGMZuoRiYjtPK03YGBzaNwaLVPraunciUWgU0G9IaB798Tu+fxblD8zAwsqZO84nUbDwGURMRzUf5P1U+a3czRq/tXqpt3q1xpbadfW35aGuf4u3go+GIRGDuqI0jcvd3KDPGzN64TNuT6Olpf/r+sig9riSr1dr2po+2H3eTe9LRViQSIZGIy7Sp/2FMsrOZJW4TehD05SrMDI2p5VKBufu2kJWfS0RSAgsPbudWbBRpudnFCUZi0korh9UcXf+RDK8btUbDlmPXuBYWS25+EWO7NKCCg+XzB/4NnvdbMfPXAzSq5k7TGhWeO5eOoQE6z+317lOeJwQaJfN2HaeGYzvCEpJZezqIIU2094Cabo7sDgqmUUU3FAZyVh+/iKqc78mtBw/57cQlmnp7cCUyln1X7zKrR6sXkqmWmxPeDjZMWb+X8e0a4WSuICY1nbxCJU0qu//jcxYQeF8QlEOBt5ZXEaMm8H5TkJ/LurnjCTqyAx25Ps17jSm1PyczjY3fTuL6yX0UFebj4VuHXp8uwN69MgCftHKl16cL8G/ZDYA5Q5oRE3aLxUdjkUilJESH8VkXXxbsC2ViKy+2jqtPrG1TdAtSkFe+izgznHqOVeCRKlKoVLHq5HWO3Y0mp6AIdysFIxpXo7K9Bf2W76aHf0UCa5SkZI9JzWLIr/tY1r8lHtam5BQU8suJ65wNjaVQqcLD2pSRTaoVW06MdYuwMiwgPlOPCMVQdCRqdNLV7NL9Cij9/Wnfd2WptbB3qc3QyaXrqAF4+Qbi5Rv4Cj6NsgTtvIOZgzEmNkYkhKawe94pKjVxxcD02S+AHnd3c1aqsCgsPyHLX+tSIBMjVWmIrlWZIqkEUXoeo5cOZsinu3CyK0loYW6r4LO5/V7dCT6i+bwpxGfKyVXVRKVKw82y/BIGGg30/HkujTx9WNrvAywNjUnJyaLD4lkUPZGRUV/n2Rkx3zS37z/kwu0oPuzaEHNjA/T1Xq3KpVaq+HPyHG5u3EV7lZpbFWpyxr81iMT0WjuHyMq1aGQmYqHTNHI/1Bax/0bhTZc131GpUyuW+rYEYHWAtni9U/1a9N/7GyfnLOXurj+L3UoTg+9xaOpc4q7eAo0GhbMDLeZMwaVR7WJZEm6FcHzW9yTeDsXCy52238/EtlrlV3q+/4TgpDBmnfmJFW2+xFjX8IX6lGeNLdAYUVCgZPDPGxEhoqOfN73rVwdgYOOaxKdnMmHtbvR1ZAxuUquUJfEvetevTtjDZFYfv4RcJmVE8zo083m+0g4gFov4YWAgiw+cYsbmg+QWFmJvasKwZrWfP/gtIflOOOdm/0LLZV+ga2Tw/AECAn8DQTl8hzgTG8KYNb/Q2dsffR0dtgWdJ7soHz+vCqzoMYr5+/9g+5XziMQiZrTviYOdBT8EHSAkIQ5lcgHqXBW6EhnVnFyZ0rYz3wTtwtXEktuhUdy4fx9DKwNEaSoKC5WYmRqRq1BjJJczunoL2rlXL5YjMTeDRZf3cz5OW02sqqUTn9Zqh5OxNt388mtHOBJ9i6FVAlh29RBp+dnUsnXn87qdUei9+M3uvxKjJvD2suX7ady+cJQP5q/D1NKOXSvmcO/qGWoEdARg9cyRPIwKZey3m9A3VvDH0i/5flwg32y7jo6eHM8aDQm5fBL/lt0oyM8l6s4V9PSNuH/nCu5V/AkJOoWVozumVnYEWsERfR2kMfsId+2OyNQDZwsj7myYT3jb1rhXrc3Kk9c5GfKAT1v5Y6swZNvlEKZtO8nqoW1pUtGJo3eiSimHR+9E4WxujIe1KRqNhunbT2GgI+OrLg0x0tPhUPB9Jm0+hr3CmJh0beytCDDTLyQhWxcDHRmWRjLi0gv+k9+frJRcDi09T2ZSDkYWBlRs5ELbT55dNuJJd7fMvCKkuUUliXYe4y+LUq6ulAKZBNvUXBIUcqyMdJm37CweLmZU8/5nmSefx46rsUQk56BGBhJtoqI78bHIHzNTXr4fho2JKZHJD0nJyeKz9j1xNrcCIOT6xRc6jkwqLddS86ZITs/B2EAPV9vy47WVKjVSyd8rywIQvGUPVXsHMvDQOhKD78HYzxGZmnLGsy4SsYhqt05TY/IovGZ/xPdHbpUZP/joRlY37UWvbcux9vFC8pRC6zuGT8Lax4vBRzYilkpIDA5FqldaMT/25SKazvwEQxtLDk2Zw84Rkxl5YVcpq/R/HS9zF5a3noGRjvY3ujxrrAYRJiZOHJ3StMx4Qz1dvu7ZplRbtzq+LAvawLxzK5lcdxg7Jw55rhxP9nly20iuy2edm/NZ6RK2rwy1UolY+mYendVCSQ6BfwlBOXyHqG7lglqjYc/1ywyq35RhrVuy6vxRgm6HMm7dSupXqEjFKi7I88TM2LEBuZshrT18ib+TiJO1LRGaZBo6VUSTrmLY6mU4edtxIPI67mJzZGoxVhpDoszTqGLmTGhIDPVtKuLmbsfX5/7A39YdS31j8pWFjDq4iqpWTvzSajgysYT/BZ9i9KHVbO30EXpS7dvh+Ox0Dt2/wcKAvuQpC5l2chNLrx7is7ovZ4F4l2PUBF4v+bnZnN65hkFf/IRP3RYADJ7xMxPbapWvhOgwrp3cy6RfDuJZowEAQ79ayeR2FTl/YBONAgfh5deQw+uXAhB27RwW9q64evsRcvnEI+XwJF5+DYuPqa8joUqTVvw2+8fitmmnq3Ln4nHsKvqx51o4H7eqSW13bY3AcS38uBadwK5rYTT3dmHr5RBi07KwN9Valo7eiaJVFa374LUHiYQnprNldCd0Zdpb+6AGVTgfHoevkzGbg9KAIkQiSMzWRSzW4fMOVf7T358mQ/xoMuTpBbDLozx3N41Gw4KDIWXO9XHvgxhzA6zTc3FOykY3LQ+zqrZ8MKDWa3+An7blJzTqh4h4COq7oJGgRkohYg4HX2Hxke3cS0zGSWFCVl4OulIZq079yZAGLdh34yLzD2jjNEevWUiHanVoXKlsjT0AJzNLYtKSuf4gEgdTcwz15OhKy1d4XjfrDgVx8U40AB8t/gMzI33MjPWxNjNCRyrh4p1ozIz1mdArgLyCInaevsXNiDiKlGocLE0IbFgFJ2tTAC7cjmLriesMa1+H7SdukJqZi26telhm59Fy/jREIhEWnm4ER8SRllpAVzsluWNHI8vNouaYQcikEiQn7lKkVJHZoROronPRX7Uff2eti6vcTIGh9dPdXTMexFFn7CAsPN0AMHMrW7uz8WcfFlsSG0z6gN9b9ycrLgFj+zdbeuJlkIqlKPSMi7fL89yRikXvnOfO2W+WY2hnhURXRszpK8gtTKk7ZRi3N+zjYVAwqqIiTJzt8e7THoWbNtbywcnL3Px9JzVG9+b2hr3kpaRj6uGE77BuGFiVvAy5f/Q84XtPkpeSjtxcgUf7xjgHlFg5d/efjM+ATiTfDiPpxj2sfL2Iv6R9kfHn6FkAODTwo/rIF8+EKyDwIgjK4TuEvkwXfZkORvpyxjRrw/RTmxnUIIAlf+xBjZru/vVYuvEoS5oNYsjdxeirZHjr2nFefJsV/T9gT/hVZp/fweEe02i54EvSUjNxM7PCT9eZa6ERrBn4IV12LcLM1JiB9QLYceUCc7r2Y03wKa4nRdPc2YeDkTfQADPqdS1+qJpWJ5CWm2dzKiaEFi5VAFCp1cys3w1DHW20T+cKNdkdfuUNrZzA+0hSTATKokLcq5T8GOvpG+Lg4Q1AfGQIIrEYt6ol+/UNTbD38CY+4g78n73zjo6q6vrwMzUzqZPeeyOQUBIIvfcOUkXAAqKIWEARUF/8FAVFbEgTsVIUREBFpPeeQguhpJDek0lvU74/BiaZFBQk0uZZi0XmzLnnnju5mXv22Xv/NhAY1pX1i19BmZPBlcgjNGvbDa/moZzZ/QuDnn6dq1FHGTXzPYPzuvkHG7xW2DtTVJBDRmEJKo2GFq41C1GRUEiQix3JeYX42IfgbWfFgdhkJnZqQWxGHhnKEno10y1Gr2UWUFmtYswKQxXFKpWaZs42LHoshE93n0OrrcTOwozX+ze7rw3DO6VuuFu+hYx8CxmCG+1L3uqrf69u9AF+9rzQiPd00qiWTBrV0qBtxpPt6vWb92KX25pvuToMrSAfsAJRKGiOIBZIQZvCSz+tQSY1YXx4NwqKcnhn61qWTXiOD3ZsYu2R3Wg0KiZ26MF3Jw7y6oDx/BZ1kNjMtAbPM6RVOH+cP8OoFe9TWF52T0tZPNatJdYWppy6lMTscT0QCgR8u/M0EZdT6Bjsxcuju6FFV0Zk9W/HkZtImDa0I6YyKadjk/ny16O8ObkvVma654dKrWFvxFUm9AlFLBaxbNWvKPsP1D+DYq9ncUxijfzyQV58biSbJ72C1dCBBgXhD56NQ5yVyUhnGVX+AWw5dB5rd/e/vZb2LzzJjpcWcH7jdry6d6DZsL56Q/EmDi1qDCYLJ53HtzQn/5bGYXRWLJ+d+ZFvBr2HSCgioySHV/Yupq9XR6a21oWx/3TpT+IKkpnfaRpfRW/mYm4cyooibOUKenm1Z6hfD33N0+TCDL6/sI14ZQpawMHUhidDRhBsX1M/MKkonZ8u7SS5KAM3C0eebT0GH4XO4KkbVqqwSSO07UEykkIxs7uIzKQMqcaKTgEyg+vYenUfO+MPU6GqItwlBEczWw4lneHL/m+xOXYXh1J0oerjts0G4H+dp9PC3k8334vbuZKXiFQkoa1TC55qOQJTiS6kfEXkRoqrSglxCOC3aweoUlfT1jmYKS0fw0R8d0OUU49H4dmzPZ3eeh60Wk4t/Q6JXEb47KeRmstJORLJiUVf0XPJa8gUOgNao1JxddteWj87BpFUwsV1vxPx2Y90e/9lBAIBGREXufjDdlo8MRT7YH9yLlzlwvfbMLGywCm0JuT46ta9NBs7gOaPDwYtuHZsQ8QXP9Jj8SwkZqaIpMZlvJG7j/GuesiwkMpBonsgRmUlMj6oI1+b7EZuasLZ7GTEQiGtHT0RS0Q4yqyIzUglrSCf8PfmoNVqqVBV033RW1SqVFhVVBFm7QRl4KKwwVJuio3MHD9rRxw0luSXFiMWirCUyigo1xXPvpyfTnpJAd02vmswrwpVNanF+frXTuYKvWEIYG9qSUFF/fwDI0aaipsLw6XbL7B4Ro14R0JmEVeKsmjTQ4tGC2/9GIGJiZQtJxIB6J5bgvcNaRIX72ZY2jpwJfIwVyKP0HfCDLyah7FxyWukJ8RSkJ1OYFg3g/OKanlrtkWnEZ2sZF92AivVp5GL64ueAAhutPYK8mTXxUQmdmrB/ktJBLvZ42hlpr8eazMZS8fXD+kylUqwNpNhKqniy31R7Hm5951/cPc5tytUdS+iD6Ji4nj3y/UkpGZiYWZDkZsQBGIQmAJCQICJUMN3z75O92atAYhIvMyYL9+mg08gZ97+jFkbliERifhw3DSWjJsGQLi3P4M/mUN/iQdT5sxh24pV+nOaiCV8+3R9leV7gdxEgkwqRigQYGlW8xywsTRlZNcQ/eurKTmk5Rby/rODkd5QhB3csTkxiZlEXE6md5jOy6/RaBndoxWONzzqTtfjuR7cBo1Wi1AgYNeZy/grZCj37cVR8T4m+XkEm2iQSmqWQM08HEk9fQqrGeMIauXLgYgrVPr8vYhJt3kzCB47hPg9R4jff4wjH65g4CcLaD2pRllYVOs8N+uHarW3DvENsvWhWl1NvDKVABtPLuXGYyE1Iya3puZfTG48bRyD0Gi12MiteKXdJCyl5sQrk/kqejMWEjN6eek2t76IXIenpQvvd38ZkUBEclEGUpHhEnBjzJ9MaDEEa5kF313YxrKI9XzSe06j3nMtanqG5fN486lIhGJWRG1kzblfeLPTcwAcS41my+XdPN1yJEF2vpxKP8/2q/sxv2HgDfXvQVpJFiVVZbwYphOeMpeaUqmq4oMTX+GrcOeD7q9QUl3GV9GbWBn1M7PbP6U/f2xeIgqZJW91fp68ciWfnf4BZ3N7Rgbc3e83U3sbWkzQKZbnxsRRlJRO/xX/04caNxvdn6zoWFKPRuE3pIfus1FrCJ44DJsALwDaPD+OfbM+JDcmDvtgf+L/PIxb51C8+3bSXbezPcrENOJ2HDIwDl06tMKzRzgRpz+iUBlPK/c5AFy4vIJqYRHde356V6+1IcqKC1k6fTST5n+MV/NWTX4+I/ceo3H4gFNbeMFFIUcmEaFUF5GgzKa0upIgG1fkYilZZYVEZiXQ0t4D8c1Cv1otGq2WQCdXPh73JBklSqbv+YZPe03C08qeBSe2IBbqdh1v/o8AxAKRTpHvxuJagADNDcVDjVZLgI0TH3QdX2+uliY1izP9eNwctmY8I0aakm3RaSxbdQan789jEiIi7WoUoMsxrCwvRZ1/HUydcPFphkCrYf++ffQfOIBt8/tx/loqv70eR1x5TfhzQGhXzh/9i6TYKAJCu2Bp44C5wpa/fvhUn2/Y2Dzm/XqB5irdIjFVWYWfLXx//CpzB4UCOg97bHouPYN03sFezT359ugFYtNzOXQlmae61Cyk/RytKSitQCgQ4KxoWFTiYWTO2y/i5eHDC8/OAuqHu3mkrEctd+D1ca/fahgDBj7WhfmvvUfXTj2bZM6LVv9MoI8bK9+dyYGr+by17XNqmwoioRC0EORSE6LoaKkLo8wrKcRZYcvF1ASScjP542xNDdab36DTnnqClu46j1DfpybT3M+fz996u0mu5W7i7mBYZiMlu4DqajVvrtlh0K5SacgtrNlMFAoEPLb6jP45OFhZhFYopKyiCnO5Cak5hbSsKEDl7ICJZcN/Gy62ltSummkpNyHLzAztP6jFZ+PriY2vJ+2en8jOWe9y9sctBsbhnSATm+CtcCMmN44AG09icuPo79OZ7Vf3U1BRhKlYRnxBCk+0GIJYKGJsUE0pCwczGxKVqRxLi9Ybh7llBQz164GrhS6H1sncrt45xwYN0HsSRwX2Y8GRL8mvKMRW3nD5E7VWw5SWj+FiofOGDvHrwcqon9FoNQgFQnbGH6G7Rzt6e3UAYGRAby7lxJFRkqO/RqlQgqROyOqh5JNUqKp4MWwCcolu8+DZ1mN499hKMkty9XM3lZgwtdUoREIRbhaOdHBtxcWca3fdOFR41WweKa+noa6qZtcLhhvgmmoVpdl5NQ0CAQqfGs+zqZ01MmtLitOysQ/2pyQ9G49uhiHgNoFeZEVfMjy3t1uDc2rZegZSi8aFua5fOsePH7zG7JW/YGph1Wg/I0YawmgcPsBsi07j9V/OUa3WLQnSlOWYiquRWmn4IeYwrR08EQmFyMVS0kuURGYm0tlVt9MqEohILylgeEBbdp6PQmFqxrmCFExkEtp5+CETS5FIbv/2aGbjwq7E8yhkpjovphEj9xE3DTJJSSVOGinp1l2wO7OWNeubM6hDML9/vRhu7Og7evhR7dKewJTvmRjUA1lpMmlb/w+5mQXbc31488aYgWFd2bhkNk6eAVja6BZJAaFdOLnzJzoPndToXOrmxmkRoKyQsDcmnl7NnHCyMmdL5BUKyioZ2lq3YLO3MCXEzZ7P90RSWllNt4CaxUeopyMtXO1YsO0oU7u1wt3GgoKyCiISM2nj6UhIE5UJuN+oGyqqDprAy33urxDa5PRsmrVsxei1Z0lXliMSCJCIhFRpwUQsJMjJgqvp1GzkUVNS4+YmmkarZWz73kzpPrje+E5WNsgk959aae3NzDZ2QvwtDA0vkzrPHK0WLExNeGm0ofcdQHbDaxOVXECVRqv3Fqcpy8lUViAADr77OR2fGYNWrSZh33EGvDC53jg3qVuSRCSVIJCISdh3FCsPF8QmJsisDFVkq8sr2Pf2EoKG98fKw5XSnDxSTkbhEmYYfnynNLfz5VJuHCMDehObm8Ag327E5MRxKTcOC6kZYqEIP2sPAPYkHmd/0ilyygqoUlej1qqxl+s2FBKupiO7asFq9SYOJUcQbO9Pe5cQvaF4E0+rmo0smxvGWmFlSaPGoUQo1huGANYyK9RaNWXVFZhLTUkvyaa3l6FSqJ+1h944bIy04iw8rZz1hiHoBHEECEgtztQbh64Wjohq/Y1YyyyJK0i+5dj/hNr36WsFBbiZmNP65ptaLSaW5nR++/l6x4llNfPV/I1nGNB7kfU0sEEuMmk4L1giNUMqbVjAT62q/vtzGzFyC4zG4QPM//0eozcMb6LVCtBoJOxMOMeLoTopbplYTE5VCTG5qbwUNuBGm4SS6gouV2ViKZfz5DdfUCCvZKBvSy6mJHPg8gXKKyvhNuslD/RpxY+XjjL7wDqea9UHJzMrssoKOZQSy6iAcL1iqREj/4bqShU/zT/I8Z8vUV5YiUcrR574sCeBnd25dCiJ9/tuZFX6S1jY6QrC51xX8krAKtKfa45GpSZksy5E1PZQB8Ru+Zz89DkuWVvSa9x0oq+m6r04ZeEvY3vpW5bPHqcvZTFo7vzckjgAACAASURBVPf88XMaxeXVWMglNGvbDY1abRA+2qxtN07s2GAgRlOXhqTgc0ulQBUf/3VaX8rig1HdsDWv2Wjp3dyTT3adoYu/G+a15P8FAgELR3Xju6MX+Gz3GZRllSjMTGjhYkefFl53/mE/gNxroaqqqmqWfvMrfx46TXFpOc183Hl96mic7K3p+9R8ALZs+Q0AoXsbVJYCEGj4dHxrRrQZzMm4GB5fee6W5wh29eZaVgpeds713ps6fx65ygLsFNYcPnOGw2fOsGrjBgCu7N6Lq4MDc5Z8xNbdu8hTKnGwtWX84CG8P2v2Xf4kaqirIltYXk2BSNOgiuxN3BwUFJdV6kRlrBpeCO+8kIl7nfWzRqtFBGg0ar7t/TjCx59A3r0z4S888Y/nKxAI8OgYxtkvV3Dkw5W4dwxj0o7vDPoIRUIqlEX8Nn0+pdm5yG0U+PXvTp/3/rmXujZ1I4Ge6KbgSt4xUosyKVdV4qNwo7mdLzE58ViamBFg44lYKOJ4ajTfX9jOxOChBNh4YSqWsSvxGGfSL+jHtkmwZ87ESVwpTuRc9hV+ubybZ1uPoqdnjfEmEtQ2kG+GvzYe0SMU1I0A0mFoGN2+oNPNmKSGENRqFwtE9d673Qik9PTjXLrwLcrCeAQIUEl8+PJiV9JKdcIxKnUV2Zmn2LhxLSKqMCvzR1PkAAIBZg62pKUeJebC15zfmYzMQoiZhR05ceUItZB27ix7dn1KZlwmWjXI1RbYVHgDnTF3ceDkrg388M08+kycwOEtP1NVosFSZkO7zFSS03S1b08e/z8EF91IiEykvLici1ZvY6WVE3nqI6pFurDS9yb2xTvclrI8IblJ+ZjaqyjO0H1OS6fr8lNbdu1Lv8lTOH1iIZeOR1OUIkVdKURiBi06hzFowvs1n0n8FXZ8+zk5adexc/Gg5+inb+szNfLgYzQOH2AKyhreHVJXSVFrVYQ56vKoBAhwMLOiRFRNsJ0uREEoEDA6oD2XCjNR2laTn1eGNk/N1qTjHLOIoZ2PP2KpqMHxb4VMLGVN/2f5MmoXcw9vpKSqAntTS8IcvbE0ehKN3CU2zjvAqV8uM+2rQTh4K/jz8zN8OGQTSy89d8vjcoorqXSQEzvUg6Dfk4kY4YPK9BUEClPiPtWFlu7WdKOy/MbfltQcWa83+GxqR/0YRy9lAjWiH85egXwdYZgv23nopAa9hh/+Hqv/+WZuXGTbd/RtWgRIJQo2vVA/b/AmA0J8GBDi0+B7plIJL/QK5YVeoQ2+3y/Ym37B93dx9DtBo9Hw3brV7NyjKw/Qu8cApkx+AaFQWC/stECZz+crPiT6/BkUltY8Me4Zfv3tJ7p07MHE8VP0YxaXFPH+krc4E3USa4U1k8ZPpVf3f1aM++NvtvDX4QgWvvokbk72fL91D9Pe/oI/17zLofVL6D5pLlVOQagUriCSgCYVlSqHRX+eoZu/xS29DlkXs5k7+mee/H4UE757lzd/+YoJHfpiJpMRn53OvpgIivNKuHwijgN/ruda0nUCvX1492VdvqG9jQ1f/PgDv+3by48fL8XTxZXlr/1A6eWmzfm+HRXZmwS62+PtYsvXf5xkWOcWOFpbUFRWQWxSNoHu9vi62qEsq8K9TtTcic7D6IKKXu/MYtiH84i5nsma30+w8/QVwgLcGHVwC5eTs6mqVhnkHb6pjDEYx76ZH6Mv7jNo6zZvBt3m6eqhiqRSRny9pNFr9uwaXm9MhadrvTaobzynKctZvquMkDYqfrt2gGa23ggFQprb+bHm7GYsTcxp4xgEwOW8RPysPRjgUyOGlFWaC4BKVfOZO5ra4ePgxkDfrnx99hf2J50yMA7vNi7mDsQXJNPTM1zfFqc09OyJheJ6Bp2bhSMHkk5TXl2h9x5eybuOFm09b+e/Ra2qIDDocRQKP1TqSpZtXsQ4l3V8GjcDIRpcZFmUClX8mjGBb54dQEH+FeKTojjz6Q849vXifPzn+LgOxxQ1hen52LVxpP+Q3lzbup/Ny95DZFVN31FPkn88meSsWP7a+g2+nbvjO6g7cZ9HodUKOLZtC+Ghg8k+Go/Sppz1H83COTwbGe2xUfTm6P5tODRXEejnibWoH/u3fIN5pAzbECmqikoAUs4XYBdQRc+nB+Pq1p2kK6c5uGEbQ2c+hV/gQMRSE04cn0vcqWSq81zoP2kM6Tk7SE+I5+yeSPyDTuHfpj1VFeVsXPoWns1CGP7c6xQX5LJr3cq7+pkbuf8xGocPGeXqdlAKMZNrQo22vTSvXr9Dcxfe1rgzeuvqE20a9rK+bUSo7qGya6zh+LZycxZ0HtXoWM+17s1zrQ1zAob6hTLUr+EFrREjtakorWLv6mieXTWQNoN04ZZTlvfn0sEk9qyMIrh3fSn5m9hbmFAiFKCS6TY+qs3EVJuI8HCsyUO6lKLE3a7GSxGdkIdWq9WH9UUl5OGokGMh/3dlABqSgq9dhN7IP+fAkT0MHzyGpYtWkpB4jQ8/fRd/30B6dO1br+/SLxaSX5DH4v/7AqnUhDXffUl2Tma9fhs2fcczk57n6YnPs2vfH3y6fBEtglrh6HDr8gNlFZX8tOMQ7708me7huvDCBS9O5NTZy/y04xAvPzkCLaAVSeBm2JygBaiPkp3/E2EL1rNk3At/e80BTu78PONdlu7cyPgVC1BrNXjYONAvJJxMazP8wr1xcnVAKpEgl8lwsq8JK05OT8fP04suYW0RCAT4WLnh5NO0YccNecpv1Q46791zwzqy40QsP+2LpqS8EgtTGd7ONoQ304VUK0ylQONjALTwcmLK4A78deoy+yKvIZOK8Xa2oUvI/bNRsmTXFZzKigmtLGKrmSMagYDSSgGV5ZYcTo4ksNgfOkLh5XKyivPILM5FeMoU906XcXay51BKBNFZsaz/+ABuva04V3YVqgTs/i0C3+ZO5ARmcjk/AXeBE/mlhZyMu4BpiRklbW792f0bBvp2ZWXUT/hau9PM1ofTGReIy0/GTGqq72Nvas3Z7FjSi7Mxl5piKpHTxS2UzZd3sTxqI2ObDaCkuow1534h3DmkwVzJf4O7h+FG3LrEoSxovgg3eRoOJrmIStRcKfYnQuiMhYUbFhZuuMzrwuVfdhH382FMK9qjVJSjrdaisHNi/Eufk3I4ApVQTZm6lLaCzmT/EovC14PRCz5gzaJnOPLHKoY+9S6Klg6knEvCtdgb9ZUK2j89AasQL5a9MpEQs36UUMiVmGhadumL0PEkcrmUzv0eJyHiNMkxiZhcDOBCik6d2s7THM+WVnTs/hoAmkopsI3i0quYK56gqPA66Sknyblmx8Q3FuLRLAT/0o78vm04cmEQEXu349+mPReP70etqmbYtNeRyuQ4uHvTZVgh21d9eFc/dyP3N0bj8AFGIZegLK/vPVT8y0WrESP3M9nxStTVGgI61STqC0VC/Nu7khabe0vjsK2XNYk5RTUNYhFUqfBVmBCfWcS6g3FkFJQZGIdZynLe2RjF5F7+XE5VsvqvWGYOadHg+Kve3o6Thw0jnm08nPQmdXPjXBRyZrZ35/h7vxP20WO4++lyea7HZvDrV0fISVPiGejI8+8N/9uxHzU83LyY/PhUANxcPPhrz++cPR9ZzzhMTUsm8uxpPlm0iqBAXUmR2TPn89TzY+qN2btHf72ncPLjU9n+x2ZiYs/9rXGYkpGDSqWmTfMapUuRSEirIF/ikzMAw9A4XYMViAfjopBz7EYB8dHhhmI4bjYOJC7dTHxkEjd9WS3dffl+2lv15jD18DnEUlGjKpOTR4xg0NQptBg0gD6dOkOeGgfvhovR3y3qqsjGl4qILxXhekNFduaohv9mZFIJo7q3ZFT3hvP4nukTwrxfLwA1myxlWgk9u4ZiLq/JuwzxcSbEp34ILsCCp+t7hBubT1ORrixHKJYTVlmEm6qC5BuKngX5Fji6Kuka1IaYc9fZufk0Lv0cydHk0adtONt/Psa4qT3p6NKKZRHrKQ+vpCRZQbh3Ky6r4ujQrjm5eUo0EjVrL22hsLIYYbUIu3Jb/jdqGuYWcqhommvq7NaG7NI8NsT8SaVaV8qir3dHzmTUeE57e3XgUm488w59RoWqUl/KYn7HaXx/YRvzD31mUMriblNcnMqFc6vIy71IRaWSN4OqEQq0KCSFuMgyuBKczcbEofr7FEAsNyF40jAuiT8itO1s/PxHkrFwNgr7mu+GMk0JWo2Ws8WROgHixAsceWcH1VUC8jN10kdm3lZwTsuor5cikeru1aqqEsQyDeoKM4b+OJ8lzz1GeEAwFZJiykqzAAju05e/1i3DcmI1bXqO5Y8jazC3M0GhqClLcpOqygIAioqSqC4Vo65WsWHJfP37apUlEI/CXpdvmpuejKO7D1JZzfW6+TfHyKOF0Th8gHlnWAte33yOak1NSIZEKOCdYQ0vXI0YeVCpnYvjWaHFFRpc+AoEIBDezJWpaVdX68L0Iq4XgFktkQ+ZBIFawKHIFEbGZjK5pz/927hRUFKp7zOygxdqrZZhC3cjEMC4rj482+/uePfq5sblZxdRt9rn9m+O4+JlyzNvDkJqYvzKbghvT8OSAzY2digLC+r1S0lLQigUEuDXTN9mb+eIjXV9b0TtMUUiMVaWigbHvMnNezQjIxMZsDc2m2dcHAz63LxlpWIBWpFQ7+9yziuic0wSnb/Q5cTlJufz8ZhVtH+sDSPf0EVt7Fp5kJRL6fR8qjMAGdey2LXyEJlx2UgdrTji68I1hLgo5EgS88iMSaBUWaY/d/KFNP5aeZCUmHSEIiHzQ6ah6GPNqdhzbLjyO8fyojExMyFi+zkEQgGhA0MYOLMXQuHt54w1RFN5yhvaZHm9kVqV9zM3jefrEjk+qnK9cWiX4UWrVHt6LmzLms//oE24P6OG1OQ3Z6Xmc3xvDM/PGsfzjGP+i1/ToVtzht0okQCgzC/G8aIrr4wYxabvD2JpZcbjU3rpReda2Pvx84ilBvNxMLMxaKvbp4dnOD1qhYs2Ns7IwD6MDOyjf/3xqW9xMqv5e7M0MefNzvXTATysnHm7y/RGP68Xwh6v1zYmqD9jgv5Z6PdNDh+chVxuT7v285CbOrAvNpeyay8iEvz9farWaPnwr8vsXbuDEflK/GQ13nctIDLRMnXhcoS1ciOPHZmPnVOAwThC4a1TeBp81tV5LRQLEArrPx+0eg1jrf6ocbPexcpW9920d/ezuHv0IShY991zqxxTI48OxpXGA8zD8lA0YuRW1M3FSRZpcRYJ2LDxPK+8qVskadQarp1Ko9O45ljeEKFRZpRgaa/7OelcNqDLOcTMFK1I95AUakFoIUcAnF9cX/URQCQSsPCJtix8om2D7zc1eRmFdBrQAoXdo1Oe4lbUFe0ILKnCS2z4KBMIBA0ucm5n4SOqUwMOgQCNpuFcQIN7VGqGViBkyS/HsLGxZkQbV9RqDedi4xncUxeKLxIKGR3mxv5cOenKcsSedkguXifMRCfwkRCVhJlCTkJkkv4cCVHJBHaqMVj/WnGQgTN6cjqnjD3L9uF76ipXwwNJU5ZTlVXMzcIAEomE4vwSvpqxntABwQx5pQ9iiYjEaN14k8aMxOKKnE/OfkdWcS7Tv55MxtUsfvrfdlybOdG6/93ZbPy759WuP+Ygk1vRvfebtxqm0bEf9OfeTeM5Tm3KgPJc5Bo1mEhpIyojtK0/IpGQnMxC2nYwNFI8fR2JvWCYx+fm0XDo5bdf/oWLuy0Tpvapp87aFFSqqtideJzWjs0QCYScSj9PREYMs8KfbPJzN0bt7w8fGw1TXRJp224Ojk667/ce/pXsitNgbSolvdyZUOvzfDDMs979tS06jZQyJ2wFV9DSkkqVmpPxebhGpxEGmArNUFcKUBZcwa+5LoKhuqqESk0SDs61y5wISE+4gnuA7u+svKgMVYUQoUyXA2zn4k7ylYsIHWOQy3W/1+SrFzGzMeVWiG58J978yrO09EJiVo1ILKYwNwvvFm0oK81CI8rD3NochZ0ul9Pe1ZPzR/ZQVVGu9x6mxcU2eA4jDy9G4/AB52F4KBoxcivqClloJEIyW9pw4pMz9Ah1xd7Lip1fnKEwq5Q+z4diYSfH1t2SLe8dZfz7PchJKmTbomPAjZxDoNJCihawTiwm38cSJ9tbP2hvB61Gy851pzi1JxaBAMJ6BDJocgeEQgFRh65y9I8LZKcpkUhF+LRwYdgznbCyrW/45WcXsfh5ncLk5uUH2bz8IGNf7EHbXs3q9X1UaEi0Q5pTgk3OPxNT8XDzQqPRcC3+Cs1uLMZycrPJL8j9V/MyuEdFYlS2XohSL/LBBjNCbHvzw9a95CqLeXxId/0xoZ7WvDe1xruzPCGN+MgkPEJcSYhKpuOYthz84QRFuSXIzE1IvZTOwBd7or5RF7Pfc93xbevF5MX7qfRwpE90HPLKasplUgOBD08XV/btPc4kr6F0m94RGysrvvjhB5zt7bEstSI3SUlkdgwykQnjXh6KqVyOvYctp7efJS7i+l0zDsH4vLoVtY3ngvRCWourGdojgItbjxLWsZan6R84ciWNlD8IDHbnQlQiWen5uLg3vXK4QCDgbPZltl3dR5WmGiczO2aEPU64S8jfH9wE1P3+SMiHUgdTDp3ZwMAejpSXZRMd9QUCgYg3Bwfh4dmHnX9EIctfSnb2DExNHVAWxCGRmLFkVxHmqi5M9txIXtU+JLnVSASl7D72NUOef4PxXZfxxWsj2br8Y3qOzcXexZvzkd+SF2eCMLhW7UKBlt3rVtJ/0guIpVJ2r1uFpb2CvNI9JCe1p3XPHuz4eiUOzVW4+Flxevc2Lh7fT8v+AY1cpQ6rG8ZefkoxpUVKZCaOuLh3oDwwmd3rV1Jakomy8hjVJXISz8ZTnbeD0F6DCe7UiwObv+X3NUvpOnIiJQV5HN2+ocl+J0buT4zGoREjRu5rGhKsuN5Vl9ux+tkdlCkr8WztyBt/jMXaWWdkvbhuGN/O3M28tt/g2cqBse915+MRvzCpoxdLYtMpt4DkTg54HsvCb3caXoMbVv+8E6KPxNF5cAgzFo0gPTGXjZ/uw9XXjjZd/VGrNPQd3xYHV2tKi8v588dTbPh0H9MX1s8jVNia8/baySx+YQMDnwinVWc/ZKbSBs746NCQ4qVaC9HJjYd71sbN1YOw1uEsW/0xL06bjVRqwtrvl2MiNWk0P++fUPcerXbW5egUXz7FYzOOE+TrzlfvvYS9TeO1gXxCPUiISqLnU51IiEqm87h2xEdcJyEyCTOFKUKxCPcWLlw/p8tXcrqRk5quLMf0RrixrFpFuczwHnn16afZs+MIH11cy8Iuq7iyey8WZqZ88u1a4pKSEAgEOIhtmdfnWUzlNXlGlnYWlBaUYaTpqesND+sYQNGVFCwLCvD0ccTeUXff2DtZkRSfRduONd7DpPgsHJz/Wc2pvkPaYmpqwtplO5ny0iBc3Jo2z1QqkvB25/r1AO8V9WvLCtmQMprHtLv48/fxWFi40SbsFY4efgMAsVhO776riY76jMMHZqHRVGNh6Ulo2CzSleVoCWBd8jh6OxxCIy9GZJZBobAQgUCAQCDgmbdXs2X16+z5cS2qSpDKJXg2C8WqVvkZgRC6DJ/A9lUfUpiXg6tfM56Ys5TktF84fVInHNi8ewiJUdc5G5OCwn4rA596iSqT01RWFjZ6rZY2dviGe3A9Ip1Pjo6lZZc+9Ju8AIFgIZe10Rz7YwPVZQIEIgllLukEh+qeqVKZnPGz3+PPb7/g67dewNbFnd7jp/LzJ/9ril+JkfsUo3FoxIiR+5q6QhYAWrGQqpG+rJzbcMmHgI5uLIp4xqBtfdVcAGyibVmy6wppHRzRDvC6ZSj25jm9G2y/FQ5u1vR/vB0A9i4KTu+JJe58Gm26+tOud43Xz9bJksemdeXjl35GmVtSL2xUKBJiYW2KQAAyUykW1nfPu/mg0piyZWml6h+PMWvmm3y+8kPe+N9LKKwUTBo/lYysdCSSOze8692jQhHVriE4tAjXC8zUJnLrsnptPqGenPglkqyEHCrLqnBt5oRPqKfOOLQ2xbOlKyJxTW6SSCzUn1tZXqVrvOEw9AgYSa+z8QAEeHkz3Xc8wT0C6T+9BwBTxoxlypix+rFWT1+Hk3MdtVKBzgveFKiqKzh2eCmJcYcQS2QEtxxt8L5aXU3kqa+Ju7qHqspiFDZetG0/FTePpiu7cK9oyBu+rKSC4SWlnDoay4hxNeUpuvVuyYa1+3Bxt8M/yJWrl1I5eyaOJ57t09jw9eg3rB1a4JtlfzJl5iCcm9hAvJ9o6PsjodSHpVemk1grrWDM+MP6n03NHOncdVG941wU+0lTlhNb3IzY4mZwQ8PMtUjOuyKduIyFwpGn3vih0fk4OLRGLD5KYFgnAsM6Gbxn5zyL0Lazahqm1DmYQfqf3l63p8HxJ7y0tl5bj16f0ePGV1JlhZJtvw6kU5encfcI0/dx9Qvi2fcNy1c0dg6ARb+fpLC8isVjuzXa5ybRSVm8uv4A214ZicLU5G/7G7k3GI1DI0aM3NfcbSGLpg5tc/a0MXhtaWNGSaFuUZIan8PeTZGkJ+ZSVlLJzdV8Q8ahkfo0tFGQ7P6EgZIgwOyZNXlrH733pcF7Nta2/N/8j/SvC4uUfLHqI1yca0K9dv56tN65v1/9S6PzutN7tLbHyM1cSpdKFYfWncSrlRtCkRCfUA9+XbQTcxszg3zDuud+d32EQZtUbJhP5hroRHxEEvcLp44vJy0lgj4D38PUzJ7oM9+SmX4OL1/d4vLwvkUUFaXRs9//MDNzICXpBLt3zGX4mDXY2tVXZHyQacgbXqzSkiaV46muJCS0ptxG81ZeDB3TiSP7LrBjywkUNhYMH9eZoJDGFZobov+wdqCFtY+YgdjQ98fN9tvlQSxFlJl5BlV1GQqFLxUVBZw/twITEwXOLh3//uBbMLNvKEYZm4cLo3FoxIiR+5oHTXhJVGdhjkAnhFJVUc3a93bg19KN8S/3wtxKTmlxBSvf3I5apW54MCN64jMO0smxH7vK11NUWWNI116QxWccZNVffXjn8UzMZHb1XgOcvRBJeXkZXh4+KAsL+H7DGiwtrGjb5s69Undyj9b1GKWUVJFvLidq50UGzdCVsfAIcaMwu4iCDCUDX+zZ4Dgj2rhSkVvC2SMxCABXhZxnWzsRG3FN36fbxA6smPIdv37wJx1GhyExEZN4NoWA9t4onKwaHLepqK4q48qlHXTrNVfvCezWax4bv9fVxi0qTCP+2l7GT96M+Y2C5y1ajiI9NYLLMdvp3H32fzrfpqYxb7i2spqW7X2Q1skfbN81iPZdgxod74Mvp9Zr8wlwqdfef3g7+g9vdwczfnC5mwbdg/ZcAtBqVJw/t5KS4jTEYhm2dsH07vcVYvHtG8e1MZc92ukODyNG49CIESNNys8Lf6BUWcozHzcuS/533M9CFrW9P/0ylATKGw6VyU5TUlpUwcAnwrFx1GlJXjiZ8F9O9aHg7SHN+WxfToMLMk+HTrw9LhVTk8Y9IWqVih82rCEjKx0TExnN/JuzZOFyZLJ/t0C63Xu0IY9RhsIM66IyfMJ0niCJiRj3YFdSL2Xg3sKl0bH6tXDkLPDbzC64BTkTH5lEbX1BlwBHpi6bwF8rD7Ji6veIJSLcgpxp1vm/98IVFaWj0VTj4BSsb5NITbG21eX95uZcBbT8smGSwXFqTRUurqH/5VTvKj89NRpbnwBklpac37wehEJaDBuNi1VH0gorEWpUtL+8nYCsc4jMnKgIGo6nZU3O57rxQ/DvM5D2U2cAsGPOi8Tu2Mb0g1GY2TtQXV7Osg7NGfftJlxDHy2j759ytw26f/tcatWtP6263V7pjX+Ds0vHf+0lbIjaYaVVKjWrD5xjf0wSJZXV+DlaM713a1q6G4atx2cV8PWh8yRkF+JpZ8lrg9oR4KSLutl5PoHPd0Xx/uguLNsTTWZhCc2cbXljSDjOCmOEzX+B0Tg0YsSInt/aT8T/6eEENVAU/E4Z9soYw6KD/4KIHSfY9skmFu779K6M92+p6/2pVGk4kZDHtui0eosGhZ05YomIY39epNPAYLJTC9i98cy9mPYDzaAQZ8a0a1jtUCySYml66yL1YW3aE/YvvIR3i4Y8Rud9Xbjg68LioBrBiudWTjTo4xvmyeJT8w3abFwUBm0N9fFq7c7zqw0NrsbOATD2f0P//iJug5ubKOrS60x1gj2XMhnVsb7Bq9VqAAHDx3xVr26bWPxg5yjF7thK6MRneHz9drIvx7Bjzos8/5wrH5S50OXUWqxKcyhu+xxigRAnq0oOvfk87n47cGjWHPd2HUk5fVxvHKZEnERubUPKmRM0GzSctOgzCCVinEJa3+OrvL+5nzcaHwZW7z/Hgdhk5gxpj4vCjE2nrzDnp0Osnz4YW/OaDbg1B8/zXM9W2JjL+XJPFAu3n+T7aQP1wmDVajXrT8TyxpBwpGIRi34/ySc7I1jyeI97dGWPFk1f6MaIESOPNHJzOXKLh1NMpSHvj0qtZcmuK/X6mlvJGTuzJzGnr7P05Z/ZuymCIU91qtfvUeJy6k7e+lGBWqMTlMkpvMbr34rZcnyGvs/OyLf4alfN7np6/jm++L0j83+w4PPf2pOaG6V/Lz7jIK9/K6a0ovHSFNezjrPyz57M/8GC9372YMvxGVRUFTXB1d2axvKc7iT/6X7n5iZKmrKcPJU1aq2Qdfv3sy06DYDq6nIK8nVedDt7f0BLeVk+Vgo3g39m5va3OMv9j62vP11mvo6Nlw/NBgzFI7wTDlmXeLezNQFpZ9gVNo1T7n50mjKQWe/PwKdbL85tWgeAe3hH0qLOoFGpKEhKoLK4mJZjniD59HEAUs6cwLV1W0SShstYGDHS1JRXqdgeFcdzvVrR0c8FTzsrZg1oi42Z2nyesQAAIABJREFUCVtrhbkDPNM9hDZejnjaWTK5SwuS84rIKa7ZMFNrtLzSP4wgF1t8HRSMa9+M6KRsgzI9RpoOo+fQiBEjTUrtsNJVMz7DyceZEbPHNfg+QEL0Nf5csY3MhHSEQiH2no6MmTeR0sISNr2vWyjN6aQzHvo8M4h+UxsuXv9fUNf7c9BdV15AUKt93MwatcrWXfxo3cUwlO+jX2uk3m0cLA1eAyzcUD+H6GHB27Er1eoKUnMj8HToQELmIcxM7IjPPKjvE595iCC3gfrXOyPfZFDbRVjKndl+6lU2Hp7MayMv/KNSFBn5F1izeyD92ixgdOevKK/KZ/upWWw6OpXJvTY1xSU2yoMoaHGn1N5EqdZKOVvaiq7m+1m/14ruHn2IivgOrUZXv9FK4YFvQF8O7/uA9p1nYGsfSGVlERlp0VhYuuDt2/1Wp7qvsQ8wzBU0s3ekLC+PloIcktAy9fh7ACT9Ap8D6uoqPMI7A+AW2h51dRWZF8+Re+0ybmHheHbowp535wGQcvoEPt0aVm82YuS/IF1ZgkqjIditpoamSCikuasdSbmGG3C+DjXlV+wsdBtiyrIKHCx1G8kSkRAPW8uaPuZyVBoNJRVVWDaSumHk7tHkxqFAIBiA7ntOBHyt1WoXN/U5jRh5WNFqtcSu3ET8uh2UZ+Vh7uVC0Avj8B6lkzI/+8HXpO48Rll6NjI7a9yHdqfla08iqpUwnrb3FDGfrUMZm4BIZoJd2xZ0Wf22vo+6oorTcz4jafsBJOamBE4dSdD0sQ3O526jVqn5fu5q2g3pxOMLnkKtUpN2NQWBSIhniA/DXh7NztW/MXfzOwBI7/FD4m6q3z2KmEjMcbVtQ3zmQTwdOhCfeYhOQS9w4MJHFJVlIJNakZobweC2i9FoqgHoH/p/+DnrxFn6tH6LFX92p7AsDYWZ261OBcDBi0tp5T2W7sE1EvGPdVzOZ7+1paQ8G3O5Q9NcaAM8iIIWd0rdTZS9yp5IrKvoKd/Iju2/0SJkFKrqmj7de80nOvIHTp9YSWlJDiYmltg7Bj3QOYcAQrHhkksgEKDVanSGsUDAxJ931OsjlskAkJqZ4RAUTPLp4+TFXcE9vBMurcMoSk+jICmBzIvn6D77TYwYuVdob3j1BNTfqKu7dycS1g9crF05p977gvp9jDQdTWocCgQCEbAc6AukAmcEAsFvWq32UlOe14iRh5XzH35Lyo4jhL0/E0tfN3IjYzn9+qdIrSxw7dMesVxG+09mI3eyo+hqEmfmfo5IKqHlnKcASD9whiPP/I/mM8bT/pPX0KjUZB6OvJHno+PKmi2EvDaZoOkryDhwhsi3l2PfLhi7ts2b/PoqyyooLy4nqEsItm66EDIHr5ocMpm5DIEALGz/W4XFxniUvD9Nha9Td+IzDtGr5VwSMg/TpflM4jMOEJ95CDMTW4RCCR724VzPOgaAs3VL/bFWprqctZLy7H9kHKblRZFbFMe5xBovofaGCHtucfx/ahzCo5P/VHcTpVor5bf8oUQq5BybWd/bJRSJCQt/hrDwZ+q99yBRW6xqbLISP0Vpg/0cgoJBq6U0NxuP9p0bHe9m3mFewjVCJ01FbCLDuWVrTq5eZsw3NPKfUfu+dlHIaekMVnIxrtYWSERCLqTm4GKtE45RazRcSsuld4vbK7di5N7S1J7DcCBOq9UmAAgEgp+A4YDRODRi5DZRlZVzZc0WemxYjEN7nSCHuYczedGXufb9dlz7tCf41RphCXN3J5rPfJzLq3/RG4cxn63DfXA3Wr7xtL6fdXMfg/M4dQ8j4OkRAFh4u3Jl7VYyj0b/J8ahqaUZbQd1YO2rX+IXFohf20Ba9gpF4Wjd5Oe+Ex4l709T4evcneOXV5KlvERldTFutmH4OHcnPuMgZjI7vBw6IhLW5FHV/vnmdrIWDf8ErVZDeMAUurV4ud57VqbG31lT8ShuotQVq6pSaTgRn4d9A2JVNl4+BA0Zyc43Z9Hj9bdxbB5CRaGSlDMnsHLzIKCvruC5e3hHIr7/ConcFMfmumeAe7uOnPxqGR7hnYz5hkaanLr3dZqyHFVVBc2dLZBLxQwL9eOrA+ewkpvgrDBj8+kr5JdWMiLM/x7P3Mjt0NTGoSuQUut1KnDvZeKMGHkAKbyajLqiioNPzDcI0dCo1Ji56eqBJf9xmCtf/0rJ9XRUpeVoNRq06pqFc8HFeLzH3lo6WxFkaCzKnWypzFPelWvQhVEZttWt8Tf2rUl0GdeTKycvcenoBf5a/TtPLp5GYIemN07vhEfF+3M3MSj+bg0dHSo5cOFjvBw7IxSK8HXqzpZj0zGT2xvkG/5bXG3bkKWMwc7y4Sqkfr/zKG6iNChWpdGJVTV03QMWfsLJr77g8CcfUJyZgcxKgXNIa9zDa0Sr3ELbIxAIcAsLRygSAeAe3okTKz/Dvd3dL1HwX7F++gpK8ot57uc37vVUjPwNDd3Xao2W+JwSAJ7r2QqAD/84pS9l8dH47gZKpUbuf5raOGxIIcBgaSgQCKYB0wA8PDyaeDpGjDy43BRs6Pbdu5i5Goa/CSViciMvcfyF9wl+dRLO77RDamlG6u4TnH3vq9s6j1DSQF6M5p95ZqB+yMmIvDJsdesYzKzNKc4rNOifcS0Na2fDunQu/m64+LvRc1I/1s5aTuTOUwR2aI5IIkajNiYdPMjUK/5eAIGWPkTGrWdw2w8A8LTviLIshfySRAa3vXtp6j1CXufLPzqz5fgLdAh8FhOJBdmFl7mUvIPRnVfetfM8aMwd+BTtBnRn1MtP/33nO+RR20Spm2e5tdNswFCsauAHNSV5RBIJnWfMpvOM2Y2OKTUzY9a56wZtHuGdeC0m9S7M+N7x2OKn9PlqRu5vGirBgwDKq3VrBKlYxMy+oczs23B+cBtPRw7OH2/Q5qwwN2gb2NKHgS19/vY4I01HU5eySAXca712A9Jrd9BqtV9ptdq2Wq22rb39gy1TbcTI3WZbdBqdF+/He+4ORv9xHSRiytKysPB2Nfhn5uZIzpkY5E52BL86EdvWgVj4uFGWlm0wnnWwL1lHo5t0vjcl67XoQk6ikgvIKqoAwC8sgMsnLhFz5DzZSVn8/vkWCrML9Mfnp+fy54ptXL+QQEFGHnGRV8mIS8PxRt6htbMtqqpqrp6OpVRZQlVFVZNdi5GmoaGd56zSYECNr7NOiVIiluFh3x6RyAQP+/C7dm4Xm5ZMH3SA/JLrrNzZi0+2h7Iz4i0s/uNcQyMPP49SqRKAp999mqGzDWtjqqpU/+hYuZUppgqz2zqf9wgfPl6/9LaOMfLvMbx/tUiEamQiNTKpUUH0YaKpPYdnAH+BQOANpAHjgQlNfE4jRh4K6npYrpdpONI8DBasQqsFh/YhqErLyY2KRSAUYunjRnlmLtd/3YddWHMyDkaQtO2AwZgtXprA4af+x3kvFzxH9gKtloxDkfhNGoxYLvvXc24slOpmyEm7IZ3IiEtn8we6khQdH+tGi+6tKFXqhBokMim5Kdmse/NrSgtLsbCxoE3/dvSY1A8ArxAfOozswoYF31JWWHrPS1kYuX0a2nm+kPskF3OfZMnTbfVt0wfuN+jj69yDJU8bLjZtLLwM2ur2aegYd7u2PNvvz391DUYM0Wg0oNXqQx2NPLh5lnHHYvltwXoyYlMQioQ4+rswftnzuDR3J/HUFX7/v59Ijo7HVGFG8MAwhr0zAdmN8gPOO2Rs0n6N1NSE0xsPY+Nhj72PE6oqFVN+rFEI1mg0/F/Ii/R4YTA9ZwyuF1aq1Wo58OUOjn27l4LUXMztLGk3ritDFzwOgDI9n7AYX1JPRTF3/hS82wcwctFkHHyd//sP7BGj9n0tFWpwMiujWiPm5d4h93pqRu4iTWocarValUAgeBHYha6UxTdarTamKc9pxMjDQkOG1p8hHdBaWWK5ajMR875AYm6KooUvQS+MxblbGM2mjyVqwUrUFZU4dQ8j5LUniZj/hf54l97t6bJ2ARc/WUfsqs2IzeTYt22O/+ShdU9/RzS08BdpNJTciDAXiUWMfG0cI18bV68fgIWNJZMXTbvlOR57/XEee/3xfz9ZI/cEY/mPO2fhhJdxD/DmyXde0betnrOI4oJCXluzmIUTXsbVzxNTS3MO/PwHQoGALiP7M/6N5xHekIYvzCtg7fwlXDh6Bktbax6b+WS985QVl7Bx8Uoi9xylqrISr+YBTJj/Aj4hzQA4vGUn3//f58z84h1++nAV6QnJvP/717gH+NQb61HlQcyzVKvUfD3hYzpM6sHkNS+irlaTci4RoUhIekwyKx77gIFzxzB+2TTKCkrYOu8HNry4imd+qDH8IjYdpeOTvXl55ztotZB3PYtvJn9KmbJU7x2MPxpLUaaSsNENK7P+8e5PHFu7hxHvT8K3cxAluUWknr8OQFVZJV8OfRe1UIPDq82YMuIZ9i/7gxXD32f+6aVITY0erKak7n2tFjnwxqD7+742cvs0eZ1DrVb7J2DcpjVi5DZpOLZfwF+eLVi5cU6Dx7SeN4XW86YYtPk/aWj4ufXrhFu/TjTEsFPr6rX1/uWfh+7UXvgLtBosykqxLVKS6+39j8cw8nDzoHpUHhSO/7aX/k+NYsGm5SRdusaKWQvxCg6g01BdLdSv5iwiNy2LeT98glRmwrr3l5OTlqk/XqvV8vHUucgtzJi9ZjFmVhYc2bqLDya+ypI967B20OUHV1dWsX35DzyzcDYWNgoU9rYNzudR5kHLs6woLqe8sJTgAWHYeetC+R0DdPNf99xy2ozsSK+ZQ/T9xyydwpJucynOqckjt/FwYNCCsbyxfC4/7f6JopIinmIQW5avZ9Kbuo2/iM1HcQ33ZtKSJzkUfZhOiS2wl9rSKe4CAU7+7F/+B+ltihi6bhxV31bR0q8lH838EICoLcfRauFss0Q6uw7CMcCVcZ89y5t+04jZFUWbkQ+uMM+DwoN2Xxu5fZrcODRixMid8SB6WGov/K1KS+h19jh51naMmXJrhVQjjw73yqNSVyjpfvfi3Cmufp6MfkW3QeTs7c7BTX8QczyKTkP7kJGYwrlDp/jfz18SEKYLA3t+yTxe7Vnjib90Mpqk2DhWnt6OVKbzwox5dQrR+49zbNsuhkzTZYZo1GomL3gZ72CjUf+wYGZtTviE7qwctYiA7sEEdAum9Yj2WLvZkXIukZyETKK3nqg54IaGTG5ilr7JvbU3c758g837NrP2ra/xcfFh2ZQP+G3lJvo8NxR7Czuit5/kgF0krsE+7P5iF5Ef7icjJR21Rk3mlVQ0VWr6jBvMOz0/QiAQ8OUvyxk8awhXN18h5Vwi+UnZDLoeRuqJSF6fo/N8V5dVGczDiBEjd47RODRi5D7lQfSwGCz8gVNDRj60i3Ajd85/vfPcUG2ueb9e0M/lYcK9ma/Ba4WDHUV5OtGn9LgkBEIhPi2D9O/buTrpvYEAiRevUFVewfTw4QbjVFdWkZVcoycnEovwDDKWBHnYeGLFdHpMH0TsvrNc3BnBjoU/MWX9a2g1GjpO7kWPFwbVO8bK2Qb+0v0sNBGx6tdVrJn/FYM76/LBX1v0Fp/1/x/L1n7BuKCRVJZXkO9SyrEPNiGVSLlmFoHQQUDrgNZcj7gGwPDuw3Hw1uUQLpv9Bb8e+JW/TvyFVKPBNcSL76RbeWLgRKYOr4mUMb1ReN2IESP/DqNxaMTIfcqDmLMC92fISa9xU3hi5GCmjH/sXk/FyD2gofzd8mp1ozXn7idqezxDU5RUW5cYvK9WGQruiMUNlKK5USZAy9+XC9BqtFjaWfP2xmX13pNb1ChKiqVSowDNQ0DDHnVPXEM86fPKcFaNXsTpjYdwa+VNZmwK9j5OtxyvsKSQalU1nVvW5BP6tA9EoxCQdiCOiItHKXavomNoR6QSab3jnQLdEEnFvDN/Pvs0J8jKz0KtUVNeWU5yVgo9WoUT9ctxKkNUSBxkfzufe83w7ZsJtLbBUmrCj7EXECJgbGBzFnTsilAgoEqtZvHp4/xy7TKFlRUEWNsyL7wTvTy8AOi/ZSODffx4qU07AJ7fu5Mt1y5z8clpOJqaUVZdjd83K9g6bDTtnV05np7KuyeOEJufh0gowF9hw2c9+hJka3cPPwUjDxpNXcrCiBEj/4IRbVw5NrcXiYsHc2xur/t+IWvEyP1I3fxdjSwPlUMUaUXKezSjf0bd0jAlIhMiYpLYFp2m75McG/+Px3Px9USr0ZBw4bK+LTc9i4LsPP1rrxb+FOUWIBQKcfJyM/hnZWt9V67LyP1B3furIDmbb2Z/y/c/HiU/OYdr/8/eWQY2dbUB+EnS1N2FOhUKpRRocYrrcBhjwMZwJjCGDBuwMQZjMGy4DXd31+JOgVLq7kZdku9HtpS0BcpWbN99fiXnvufcc07T5L7ntQsPiX0YiaVbFVqO6kzE7RC2j15N9F8upgHHbrH921WlRlUcQIhEqmWu893E6ASKeXTiDplOhS+ck6aeFkmu2YjOZDGm+giOTj3A0XEHaFxYm4LCAur2aoyeuQG+AS7kPc0kJTyRYP/H7J28kcSQuEreocph19NA1MRijnT7hFlNmrPi/m32BT8BYOTZE1yOjWZ5q/ac792f3m4e9Du6n4DkJAAaWVfhUkyUcqzLsdGYaGpxOUZR2/J6fCxSsZja5pYUyWR8dvQA9axsOPdxP45378NQT28k4vJKjgsIvBjBciggIPBe03/URBztqqAulbL/uKK8Qc+P2jBu2ADEYnG5VsH+oybi4mjP1G+H03/URGLiE5mzbB1zlq0D4Mn5g+9kLQLvhtLxu3JJPhRpYq1v8A5n9WpKWzwzzO1xvHuGJSsP4DuuI2e2HiAlLhHTKhWznlg72VGzqS9rp8xl0M9jUdfUYPMvS5SxhQA1GtXFpU4Nfh8+iT7fD8fKyZ6MpBTuX7hO9UZ1cPfxqvR1CrwbSn++itXU0EjL4OrEtdwrKEDP3IA6vRrT6tvOSKRqjDwyjcM/72DRRz9RWFhMlp4OUXZVWDT7DJqpOTgDBrqGqEvVuXTvEk42iuy1xcXFXBPfo3m6J5pm2rg2s2PLqS0UFBaUaz3cLz3DpG4jid8bQuCS62ib6FFcrKhpq66twTdHpvF50x6krA5h5tLvMLA0wqVJ9deulfi2cDMyYYKvIgmcs6ERmx4HcCE6Cm9zS/Y8DeR2v0FU0dMHYLBnLS5ER7Lh0X3mNG1JQ+sqrAm4R5FMRkRmBpkF+Qzx9OZSbBTdXNzwj43Gx9IaqURCWl4eGQX5tHFwwtHAEAAXI+N3tm6BDxdBORQQEHjvOXjyPN3btWTb0t94EhLOD3P/wNzYmC96d31l38UzJtFl4Eh6dGhFny5l42UE/htkRSZwwGcobY/PxaSWi8q15+N3Bx89SJyFiBONmjO+s/s7mm3FKG3xTHDwRDsjCbPz+/np5lFa9e1C3TZNeJaW8YIRyjJszkRWT/qNX/qPRs/IgG7fDCAzpcSCKhKJGLd6Djvnr2b1pLlkpqZhYGKEax1PGncTEkv9lyj9+crX1uJG22aIgLDZZevH2nk7M2L3xDIxvKTnkh6RRmZjOSvnD+Xa/MdMXDoJU0NTHK0cmb9tAWF5URwPPoWVqRUxiTGsPLCS3pN7M2nAJOpNasONxze4G3SXWq61cLVz5ZT6VRbtW0h2bjbf/zGBu49DaPnXPPTNDRXZSnt1YGzfMW92kyoBj1IunRbaOiTn5nA/ORE50GjbBpXrBbJiGtvYAlDf2oYCWTF3EuMJTE2hvpUNflXsGHv+NAD+sVG0slNkAzfS1OQTNw96H9pDExs7mlaxpbOzKza6em9+kQL/KQTlUEBA4L3H3MSIKaOGIhKJcLa3JTw6lnU791VIOTTU10MiEaOjrYWZ4Bb3n0XbxpRuD/5Ew1hxAp/g/4DT3afQ/dFGlfhdAD1M+a1zo/feTbuMxVMsIdS7NfnNO7N9Qosy8lO2LCzTNmzORJX3BqbGjFk5S6Wtee+PVN5r6Wrz2Q8j+eyHkeXOq2mP9jTt0b7C6xB4P/mnGbHLi+EtlskJScoG4NevZgMwcMYg0rPS8Xb15uj8I1iZKhLM2JjbcH75OcYvHk+Lr1oiEonwdPZkxYTlAKyZspphs4ZTd4AP1qbWTBs8laT0pH+93rfF83GcxTZpaBRrqlwXiUTIkCOTyxEBJ3v2QU2sGr+rJVE8nutK1alpas6lmGiepKXQ2NqWuhZWRGdlEpKext3EBKbVb6Lst7hFW4bVrM2ZqHCOhYfyyzV/1rfrrIxhFBCoCIJyKCAg8N7j5eGmEsPiXd2dhWs2kZWd8w5nJfA+IZZI0DJ/sfL/d6KkU9dOY+BeBZ/3XDGEDzNjscCHwz/9fJVXg9ek2rf8/Q2toa7BgtHzWTB6/gvHqO5UncPzD5d7zcvFi6trr6i09W/fX+V92L7Ql87xXVHaqppfJONKaAr77sSUOYyqaWqOHEjMyVFaCsujkXUV/GOjCEpLZVhNbzTV1Khtbsn829eV8YbPU8PUjBqmZoz09qH3ob1sf/JIUA4FXgshIY2AgMAHjSIbo2pbYVFx+cICHxSxp2+xw6k3sr/+npmhsWyx6ML18cuUMvd+2ciZXlPJikxgi0UXUu4+JSsygdPdpwCwx6M/Wyy6cGXkc1Y1mZy7Mzeyu1o/dnt8xu3p65DLZC+dy5PwNFoN20t8cnblL/QFdPW2YVZ3T2wMtRABNoZazOru+d5bPAU+DP7p5+tFlsX3uQbv26I8q2pRsUzptfA8zoZG9HRx55szxzkQEkR4Zjp3E+NZcvcmh0KfKuUa/pWUJquwgJqm5oBCYdwV9FgZbwgQkZnBT1cvcj0+lqhnmVyKieJRahKuxiZl7i0g8DIEy6GAgMB7x/NuOdqR6RjGJCGXy5XWw7uPAjE3NUZXRxtjQwOSUlKVffPzCwiLjMbDxUnZJlVTo/gVD/8C7x9m9T0ozi8k9W4wpnXdSPQPQMNEn0T/B0qZhMsBWLeso9JP28aUJmsncHHgbDpeWIy6kR4STXX23YnhaWQaJjee8KC2N03mfEcdWQ6XR8zDuKYzDt2bvu0lvpL3sTSMwH+Hf/L5EizaL6Y8q+rL2hc1b8P829f56cpFYrOzMNTQpLa5pYolsb61DSKRiPpWNkjECptOYxtb5t66RkPrKko5LTU1QtPTGXTiEKm5eZhpa9PTxZ2RtepW4goF/h8QlEMBAYH3itJuOQVFxSRnpDJo6nymDPmYoNAI1mzby4j+HwNQv3ZNdh85RYtG9TA21Gf5xh0Ulqr9ZmNpzq37D0lo3RypVA1jw/c7S6WAAqmOFsaeTiT4P8C0rhsJlx/gOrAjjxbvJjchFameDql3g/GeOkCln1giQd1QURBbw9QQTRN95eeqb5GMREMj9nrU4nrANdwsYunXyJOEi/feS+VQQOB940Otwfs2KB3HqZVgq2z/mz9alCR2kkokjPdpwHifBi8cU1eqTtywUSptjWxsSRoxWqXNXFuHP9t1+lfzFxAAQTkU+EB5kvSU+f6Lmdv+F3Q1dN/1dAQqkXKTHZi6cCs8lY9HjEUE9OzQmgG9ugAwrG8vYuIS+XLyz2hraTK838ckPmdJBBg5sC9T5y2h1adDKCgoFEpZfECYN/Ik4fIDqo/qSeKVh7gN6UTCpfsk/GVFFKlJMPF2ISeupFbf9YAEDm67TzXg8ykncHC3wj8jh9zCYkRyyNExRKdAhnq8AZERZtyOv4FLkWrCi+sBCSzbcZ/4lBzcHIzo5Of4llcu8D7Qru1ZPDwM+H1+7Xc9FSW3b6XSpMkpHj3uiL39uynfIFi0y0ewqgr8FxCUQwEBgfeK8t1vRGTaNCBs489lrujqaPP7tHEqbX27qaZhr1XdnQNrF1fmNAXeEM+7FFsbavGdhRXFa4+Q8SSSoqxcjL2cMW9YgwT/B2ia6GPm445YqvpTlldQRJM61iTvgJ++rM/2K7FIArNAXwqATCTGJLeIBC09ivREGOiq8zQ8ldy8IrQ01UhMzWHasqt0aOxAl+ZOhEZnsHzng/Km+94x9tCPOBjZ8nWjge96Kv8pigoLUZNK3/U0BN5zBKuqwH8BQTkUEBB4r/in6dUFPnxKuxTHpOfyY7qMCfkFPFqyF7N61RBLJFg0rMG1sUvRNDUoE28I0LS2DUnFmZwE7Cx0Gfd5bc7fikGzuCRzUbqmhBx1MTaGWrjYGXI1JpXg6HQ8q5py8HwY5sZafP1JTUQiEXaWekQnZPHngcdvaysE3jD5eXnsWLyMe/5X0dDUwK9rZ8IePUZHX59+Y0cx/bMh+LZuQUJUMekR19hgcpKBU74nNiycPSvWEPYoEKm6OjXq+9JjxGC0dBQWvE1zF5Kdmcmwn35Q3uvIxq3cu3SZiSsWq8g4uLtx4cAh8vPy8W7SkF5fD0ddQ+Od7IdA5SFYVQU+dIRspQLvDQEJjxh1aBzFMsWDYUJWIsP3jWTL3e1KmX2PDrHAf4nyfXRmDLPPz+Obg2P45dxvRKZHqYx5J/YeP52ZxdcHRjPx+FSOPDmOvHRqS4F3Rt3dvix9uEylbVxbN7SkqjWfJBIx49q6EZkVhcUGa+4m33ub0xR4S5TnUpyJmAQzM8J3ncOikScApnXdyYlNJuV2kLLteWKTslhzIRY5MGHQavp9sxtpUSHaz5VDKZCIlO5eGuqKz1t6Zj4AkfHPqOZkrFI+xcPJuLKXK/AO2bdyLcEPHjJ46kS+nv0zsWFhhAQ8UpE5u3c/6prqeDZqyK3ohlhb7aVGLX+OXa3C6PlzGDR1IgePpFHbczcW5nuwt9/Piu2GpD8rOXcvLJSxdpuIBbt8MTLchavLQfac0CP4QQAxoWEM+elHsk0G8d1MIyzM99Gk8UlOnoxXmceJE3F41zqKsdEuWrc6w9PgZ29ljwQEBP4/EZRDgfeGqibOFBZNehmQAAAgAElEQVQXEpEeCUBQcjC66jo8SS5J6RyU/BRX06rK93sfHqSbRycmNxuPrroOa29uUCp/EemRrLy+Fm8rL35oMZGuHp04HnSSc6EX3u7CBF7IsY5HGeD2uUpb6fTq5o0+4dfxX1X4JNY//jIWG6xJyUt5tbDAe8WLMvoFmlkiL5Zh3rAGABJNdUzruCFWl2Li7VJGfsqSq6RKNDAd2IXGoffpcWArDe9fo1ftKqhLFD97pnoaJWn7/1IC/z43Ku/8SC6T4XvlAadqTGSd5mDizgdWworfDMWyYpZe/pPu6wfSff1AVl7bhEwuY9PtXQzZNaaM/LcHfmDJ5XXvYKbvhvzcXK6eOE3ngZ/hXrsWVg529Bn9DSKxSEWuqmcNjMzMOHAwGU1tHX7/SRM/jzvcfGzGnsMFuNSsQd0WLXE3vcKRA7XYvasxWdliNh22Uo6xdOlTrt8V0a1JIPcftGfDxgZYmBYhFkvoO2YkP85K4HGwmJnTLOnuc5jevavQq+cl7t9PByA6OodPevvTooUFV662YfgIF6ZMvv9W90tAQOD/C0E5FHhv0FTTwM7QlqC/lMGg5Kc0c2pKak4aGXkZFBQVEJEWiatpycNg52odcTNzxVLPgg5u7YjPSiA9T/Gjeir4LK6mVelUrQMWuubUs/WhVdUWHH966p2sT0CVguICTDVN0FbTLnOtq7cN/hNaEDa7I/4TWgguOv8nvMh1OKBVMz5N2I9JrZL//VZ7Z9I7fAdiqRr77sTQdstDJn8xlM6HI4iMe8an7d1oO2sgvR5uwOf6n1yo3Zja9kb0P/kbV73qs+ZzH+XnqsGiUZxq0Eo5tr2VHoFhaSpeBo9238YpOIo6fw6ld/g8zBuUHFK9b5wJuYRcLmNBlxmMajyEI49PsefBEdq6NicqPZbAxGClbFR6LI8Sgmjn1rzcseYOHc/UHkPe1tTfCslx8RQXFWHv5qps09DUxMreXkXOzkXxN7a01GTuPG/UZbH4NZQyerQ7ixcFATD6+/rYmcajLk+iro8JfTtlEBqtTUx0DgBRkdlYmYOdeSa2tjrUr29Ko9q5WDvaExNXzM4dkWzc1IAuvTzRUcugW0ct2ra1ZO2aEABWrQzG1labufO8cXPTp0cPWwYPdn4b2yQgIPB/iqAcCrxXuJpWJShZ8eDyNDmY6hYeOBjZEZQcTHBqKBKxBEejkh/wKgbWyteGmoryBM/yswCIf5aAs7ETz1PVxJn0vAxyC8u3UAi8Obod78H4qxOYfvNHPLbXoNOxLmXcSkMyQ+h6vDt2mxxpuK8xp6JP47ilKtuCt6uMFZ0dTa+TvXHY7EST/X6cjz0PQGRWFN1P9ATAY4cnFhusGen/7dtbpMC/ojyX4ldl+vs7TjEmPRc5EJOZR7EIVhx4RExiFveCklmw+S6SUlahl/GRnyMJKTks3fGAqPhnXLgVQ8ClEPK0NDGq64i2pQES9dcP2ZcVFr1aqBIw1jLiy4ZfYGdog59zA3rV7MSegMOY6ZrgU6UWx5+cVcoef3IWF1MnnE0c/vV94yOiaadTlaDb72fynn13Ymg0+wwdFii8R04+SnipvLqmIv7Px9fkLxdjOSIR+NYzITY2l8zMQu7eTefEgyZ07RONhfkefllhCkDUX8ph336OhEfD0v11Gf3tLY4djeXvkqt376Yhl0Od2sfxqOnP+ksfU8vnJseOxREapvgde/Lk2XP3V+BbTyhqLiAg8OYQlEOBd87fP9iOEw6z4kwOT5JCiM2MI68oH3tDW1xNXXiS9JSg5GCcjB2RiEseHiUiSZnxSk775fCC50HRiy4IvFF2he5GDuxvt5fFjRapXJPJZXxxdhASkRpHOhxkYaMFzL3/OwXFBWXGmXVnNoPdB3Gm0ylqmdRi2IUvyS7MxkbbmrV+qwG40PkcD3rd5Wefn97G0gQqgdIuxTaGWiWuny+gTJyiSES8jhpPItIZ/ONpFm+9y4DO1ZBKy/+527VjM59/2k2lzcJYm2nD63HjYQJDZ5zhxlfrcb9wD53sXI5WGcVO1+8pzi/k2thtbLUbzQaD4Rxq+gsJ/iUu8HHnA1mnOZioY/c52Phn1usNI+bkw3+1PxWlmnlV1XhJC1eSs1PJLsihvXsLzoVeJr+ogGKZjFPBF19oNXyXFBaU/b//Nzx/iJClYYBMJGbF7ovsuxMDQEFePnERES8dw9LOjpjQcAryFbGpcrmcrl0uoCYuYuGC6ly42IrvvyxUjFeg0AC9vY2YOPApzb3Dkclg6NDrLFhvTExYBPl5BYhEcOFiK1YuMKRHvRNcuNiM23fasXyZj/IeAgICAm8TIVupwDuldHbC4Dht7KsUsfraQaqaOCEWiXE1rcqmu9vR09ClhoVHhce21LMkJCVUpS04JQQjLUM0pZqVug6BimGna8ePdaeVe+187AWCM0PY3norVtqKmJ0Zdafz0bEuZWSHeQylrW0bACbVnsCO0J0EpAZQz6IehhqGAJhqmmCiKZywf2i8bqa/8uIUc6ViwqRiwmaXlDQ5tKiz8vWpFd3K9CndVt/TkvqelgAUZLTm4cKTBK2/RCf/KYglYm5M2kX47ps0XvEFeo6mPFx4khOdF9AjYCbaVobKcW5O3o3v7I/RdzZHqvfuv3fq2dVGQ02Di2HX0FHXJjs/m+bOjSrU9+aJ82z9bRkRj4JAJMK1tifD50zBzl3hfjnAoxkAI5so9tKziS+/HdsCwIkNu9i1cBVxYVGY21rTcfCndP1qAGKxQmlvp1OVL3+fxt1zV7h16iIfDf6UIbMmVtq6nz9EKJZIiTR2o2rUFZZv06WecQtObN2JXKawDO67E0NcRi6/HHnMg0h3gsOfIZfLqdvcjyMbt7BmwWEszC05f/w+aenFjBwh5qOu7gDomtgD8Ty8cYtqVWtxz/8KccGP8LA3YeKiOvTr50CzZqepY6NFxK39yOVVuHEpgKfnttC+e0OqeZiqzNvdXZ/9+2OQy+VKhf/GdSGeWkBA4M0hWA4F3imlT/2LZWpkZusTk/VQGVvoZOxIWm4a4WkRKvGGr6J11RYEJQdz8PERErISuRZ1g1MhZ2lTtWWlr0OgYniZlM0s+TdPM4Ox1LJQKoYAtUxrIRaV/ZqqZlRN+dpSS/EAnywkoPm/5EVxipVZ+kTdQBs1PU3EErHCpVRbnScrz1H35x7Ytq+Jobs1Df7oj5a5Po+Xn1Xp6z2lMzatq6PnZIammV6lzel5nve+uBOZxs2oQBWL0+PEp5hoG6Gjro1ELKGNqx/Hn5zl+JOzNHL0RVejYoXU83Jy6fbVABae38Oco5vRMdBjWq+hSivfwgt7APh531q2hFxh6palABxdt4110+fRf8q3rLp9nCGzJrLz95UcWrlJZfzNvyzGp60fy68fptOwfpWxNUpKHyI8tK5Piq4lTg8O8sf3U7B2tMfOtSrRmYVM3POAYpli/wqKZMTH59FjwCXCI/NxbDqS01cNcTS4yamNf6CmJicRP8LCsjh2NJZ1WxTupFePneS3r79j685MRJYdSc7QIiTkGdt3RKKpIaNmHUe8alvjZhPN2PFPeCb1xatlL27fSmXBgkD274sGYPAQZyIishk37i5BQZns3RvF6tUhlbo3AgICAs8jWA4F3inlnfqnZhhjqJuB21+KoFQixdHIgYj0SJV4w1dhZ2jLUN+BHAw8wrGgk+hr6tHWpRXNnJpW2vwFXs7zBc1lzmmoW1V5oezzJ+OvQioqKUb9dx8Zsn83WYH3ivHffYmtnQOaGpqcOH4IsVhCn74D6NCpG6uWLeTs6RNo6+jQpeXHrMs2JrewGLOoM+ilByItyETfwIg1Kx7R/4shqKuX1I7buW0Te3dtJTc3l0ZN/LC0KmulPHHsELu2byY+LhZzcws6du6Gk7zEGvgsNBFZYbFKUhqxRIxZPSfSA2NVxjKt7VD5m/Mcpb0v8otkpOamMfbAEr71605YaiQ77x/kU+/uyj7t3Vqw495+RIiZ1WFShe/VuGs7lfdjlv9Kd8taPLl5nxoN62Jgqij3oW9ihLGlmVJuy+wlDPp5PE26tQfA0sGWuDGRHFq1mc7DP1PK+fXsSPsBvV9/EypA6fqpxRIpd+xbkGiohf+EFhQWFHJu30EeGXuSq1fMqeqf/iWZi4abGrfC02jmdxqRCIYMr8bMmb2RSMQ03RXJ9GkPWLs2gho1DJk1uxZdu1xg0A8TaNrUnHVrQ1i1KoSQkPpsbngSLy8jRvZPRV0qp33fT2j1sYw5vz5iy5YI1tU7g5GROnXrGuPX1BwAW1sdtm5tyIQJ91i7JgRvbyN+mlGTQQOvvZF9EhAQEBCUQ4F3SnkFz4OiXMl+5oV9Vztl25gmI1Vk3MxcWN5VNWbNVMekTJu3tRfe1l6VPGuBilD6obWgSMaV0BT23Ykp123Q1cCFuJx44nPisdRWWAPvptxDJn89pU9drFAci1+zn8D7x9nTx+nesw8L/ljD1csXWbF0AbduXKWOT30WLVvLqRNH2Ll9OVMmLGHp1STyY6UUefbki9a1cNPN5Y8Fc5CqS/nsi2EAXDh3ig3rVjDi6++oWasOFy+cYee2jejp6SvvefTwfjb+uYoRX3+Hi6s74WEhLPp9Nk2t66F0Uv7LKFfeYUbpNjUd9TexNUrKrQ35zInbBamM3D8ZESLauTWne40SF1srfQs8LT1IzErGy6p6he8VGxrBhp8W8OTmXTKSU5HJ5MhkMpKiYl/YJz0phaToOBaP/IE/vi1xKS8uKipTM8TF+8WeBf+WcW3dVL6P9HOSMSnKYEjLJkQFh3J6527yc3IJtLJV6WfYQ2GBFgGx5zuXHpaePe3o2dNOpS0752Pl6y8GOvPFQNXsopvm3ic7U/FaKhUzeUoNJk+p8cK5t2tvTbv21iptn3xS8YNSAQEBgddBUA4F3imlf7Dh1dkJBT4MyntoLZLJ+e34k3KVQz/rplTVd+Yb/1FMrzOV3OI8pt34ETWRWoUtigBVdKsgQsSp6FO0sW2DlkQTHWnF3OYE3i/s7Z3o9/lgALr36sOObRuRqKnRtYfCuvRp/0Hs3LYJO1ES/hNaAC1U+vf+9DN279iiVA737d5OqzYd6NBJERPXp+8A7t+9RWxMtLLP1k3rGDT0K1L03ZiwPpDY9FwczOpzLuQqPVA8wOs5myNWVyPh8lP0nBQWMlmxjKRroTj1rvdaa2yu+SfTtzTDr7vDa+8PlPW+iI5tCyiUmbBvpr6wX1puOm3dmpX7v/W8xd/pQRzOuor26b2GYmJlyTeLfsbU2gKJmhpD67SjsKDwhfeR/+We+c3CGXjU937pWjR1Ks8VuDR/f+f8vS5zPQ3qxT/lzlJ/7kkk2Dg5MnLuL1zZHVnmwBIq101ZQEBA4H1GUA4F3imlf7CtDbUY19ZNqGv3H+BFBc1f1C4WiVnXfA3fXR5LuyMdsdWtwvS60xh4bjAaYo1y+5SHlbYV42uNZdbdX/nuylg+du7FokYL/tEaBN4tjk4lFheRSIShoREOjiVtampq6OrqkZGeBsDF82fYt2c7cTHR5ObmIpMVY5hbjS3z9/Hp6K5ERUbQtoOq9aeaRw2lcpienkZSYgIL5s2moFiOLuAKIJeRIZeTU6A47JDqaHDP14yEOXvoY6qLnoMpDxedIjcxE/dhzd7klpShPO+Lv9vLIy03g3Mh/iQ8S6JjtVZlrpe2+OcUFBMYl822c4+IDAzhq9+n4+XXAICndwIUFsC/kKorrPay4pJDISMLU0ytLYgLi6BV37KJgN4mZZMdfVJGZlxbrTd+YNlv7KhKG0tAQECgshGUQ4F3zutmJxT4MCj90KoRMU7Z/jc3e1xX6eOs78z+dnuV7x+mPqRQVoijviMAdrq2JHxW1oWtdNt3NUfzXc3R/34RAu8UNTXVnyiRSFRum0wu4/GjAGb/PJW+nw2kzohR6OrqcfXyRfYvOV/h+/1t5Xrm2pkYsSLmyzIlDZeoOLLUtMnITVbKqhtpY2xhyqWh6yhIz8Wklh1tDnyrkqn0bfC63he9Nw3FQFOPUU2GYKCpX+Z6eRZ/mVzO4iuxVDE14ui6HZhVsSI5NoHVk39F8tzfw9DMBA0tTW6duoiFXRXUNTXQMdCj7+SRLBvzEzoG+vi0bUZxYRHBdx+SHBvPJ+NGVNJOVA7CgaWAgMD/O4JyKCAg8Eb4Jy7DRyKPoq2mhaOeE1HZUUy7MZ3qRh7UNH5zsUj/hvC0OJwWfsL1ISuoa+NeIZmK9LkZE4jvqmGEjtqGg5FVuTL/RZ53Z6wamY5MJ7vCfR8F3MfU1IxP+w9UtiUmxqvI2NrZE/j4IW3bd1K2BT4qqT1oZGyMiakZT9ISKPzrb1MsVWTivF63Njfqwt/RzyKRCLuPatFmc/lWICs/d77IW831E9Fsmn2RsEfpiETgVseUr+f6Yu9evhK5fuZdjv75lNSEXHSN1Knb0oZJa5sAUJBfzMrJNzmzI4ysjAKqehkzYpYPs7p7VliZOTFk+0t28SUW/4x8Bs4dwsaJ8/D3OY61kz0f/TCIxwMmsDX4IG3ogURNjSpfN2bj8uVs/mUx6tVNCfnOiERRCk4DTNm2di3rps1FQ0sTu2ou1O7bik5Hh3En+SE1gCnXf2dGfVOaWvm8dI5vGuHAUkBA4P8ZQTkUEPg/Y9ykb2jZrC3t2nz0Ru/zT07gswqzmHFrJrE5sRioG9DQogE/+fz4WjGH7xu2BubEjtmDqbbBu57Ke03ZrJvFL01gVBqbKrYkJydx5tRxqnnU4NbNa5w7cxIN7JAVy9i28AAFT8x5cC+JObEL+XRkN/wvneXJ40AMi5z4tsN0CgsKsbeqT0bsOYolmqiJragRHA5Am8sXADiwVp3OA1sDUFhQxMbfdnPj9D00dTRo2bMxbfv4qcwrN7uIHt944OxpTH5uERtn32dS99P8ebcrUnWJiuz5veHsWPCQKRua4lTdiPSkPB5dT1JeXzHpJud2hzNuRSOsHfXYufAh4zufZFNAd7pOUI23/KeUtvjHte6r2F9DLXp37cf4rFUc67gGH/Oa/PlkDyFLbEnTyFDKP62bR+uuo/m25ufMubuKH2z9MNU04laTAL71nsHPvjP5zFXhXtpgby9qaLtyptNGJF0kPEoNRlPyZhP4CAgICAi8HEE5FBD4P6GoqKiMS96b5nVP4D927sXHzr3e4IzePhKxBEs9k1cLvgYymQw5ciRiyauFPxBeN4FRaeo3bELP3p+yYukCCvLzqV3Xl/4DhrBj3nGunbxDw/Z1mbxqFDvXb+PB6UjGD/oer2YuuBo2Jik2jS9//wxtPS32rTpOWpIvOSkBqOWcJUXNBqMiWwJczRjdvyttfEqyRJ7aeYlOX7SmbR8/Aq49YdvCA1T1dMC5RomMXzcHlXl+v7IRH5ltIfBGMp6NLFSuJURmY2KphU8rG9SkYizsdHGroyiKnptdyIGVTxi7rCEN2isyao7+owF3zsWzb3kgg36s/Vr7/SJeZvHXlWrjZeLOhbgb+JjX5FLcTYZW+4T599cRn5OEvrout5Mf8pPPt0jFUibX/lI5hr2eNfdSHrMr5JhSOYzKiuObGv1xNVS4jTvrq2b9FBAQEBB4+wjKYSViV+8blv0ykI4tX56RTUAAFHX9jp86zLkLp0lNTUZPV58G9RvTs1sfomMi2bpjI8EhT1CXqlPLqw59en+OtpY2AGv+XMazrGd8+/V45Xj7Du7i1u1rzJj2m4qMa1V3Tp89TlFxEdZWNqSkJLNj92Z27N4MwNoVW9/+4j8w5HI5v1/ZwYqb+4nMSMRM25B+Xm0YVkfhnhiRkcCk0yvxjwzAwdCSBe2/obWzwjWuIm6kx55eY/SxPwhPj8fHxo3hdbuoXP/zzlG+ObKQ7b2m8/3J5QQmR3Jn+GpqWDix7s4R5vpvIzQtDjsDc4b7dGFUvZ6IxWIAxNP9WP7RGE6F3uTI02tY6BjxY/OB9PNq8wZ37PUp7c4Y6a6ofyd6rn35ms1l+m3ZdVj5+ovBX/LF4C9VrgeeSiI9OZNPRnVGJBIxcupIDtuf5vyBqwz4bBg/9P2N8Yu+wbWWEwADp/RmQq9ZdG0/jG2ZUp4FhWEYFsKEr/qWUVI9fFxo0aMhAC2qmHJmlz+Bt4JVlMOYkEzW/niHwBvJpCfn/VX+QU5CVDalnaWbdXdgzx+P6OO+C59WNvi2saHhR7aoa0iIDX1GUaGMGg3MlfISiRiPemZEBKa/ansrzKss/o2t6nIp/hZjvAbhH3+LEdU/5ULcdS7F3cRY0wipWI06ZoryGGsCd7LhyV6isuPIK8qnUFaErW6Jm/RX1fvxzaUZbAk+hJ+VL10cWioVRQEBAQGBd4OgHAoIvCN279vG2fOn+KRXP1xdqvHsWSaRUeHkF+Tz+6LZONo788PEn8nOzuLPjatYt34FXw1/vSQrT4Ieo62lzeiREwA5hobGTJvxPU0aNqO5X+s3s7D/IJNOr2L5jf3Ma/slTe29SMpJ507cU+X1KadXM6fNcJZ0/I6ZFzbQZ9dPhH+7HV0N7VeOHZWRSLdtUxhcpyNf+XTjfkIIY44vLSOXV1TAzAsbWN5pDGbahljpmbDq1kGmnV3LovajqGPtRkBiKEMPzEUqVuPreiVFz2ec38CsVkP5peVQ1tw5whd7ZiI/sgsbbUMCDq1HJJbQ4IuJ1Oo+lLMLxvHo+FbUdfRpOvxHqnfoB8D5JZMIOrefZwlRaBtb4N6yB42HTkdNQ5OM2HBW9nCn31p/rKrVUd733r41XFg6hS8PRyCRvtxd8HWzbr4OTtXtVFyTnWrYs3/NCeIiEhGJRTg9p8xp62ph42SFhawA/wltuXz0JlsXhJdrvazirBoPamCqz7P0LJW2yT1OY2qtzXd/NMDURhuJmpgBtfZSVKBqJQUwt9Vhw4Nu3Dobx+0zcSz7/gbrZ95l6cWOypKA5bpYV7LbdWmL/747MTSafYbY9Fz0zNWIN75DYFoIWYU51DKpRmPLulyIu4mpphG+5l5IxVJ2hx5n4rW5/OwzGl9zL/TUdVj9eAeHIs4ox51YezgfO7fnZLQ/p2Ou8OvdFcxvOJn+rl0rdT0CAgICAhVHUA4FBN4BeXl5nDh1lD4f96dJo+YAWJhbUtXZlfMXT5Ofl8fggV+ipal4MP683xDm/D6DhMR4LMwtK3wfqVTKF58NQyqVKtvEYjGamloYGLzdrIofKln5OSy4spP57b5mYG1FIfGqJlVoYFuD8LQ4AL5t0ItObo0AmNlyCBvuHedufDCN7Wu+cvxlN/ZhZ2DOovajEIlEuJvZE5QSzdSza1TkiuXFLOqgUAL/5ufzG/i19XB6Vm8GgKORFd83jmXZjX0qymE/rzZKS+GM5gOZf3Ezx++eYnirAfRbc4ngi4c4M38MYVdP4Fi/DZ/9eYWAwxs59stw7HxaoGdmjVRTh/ZTVqFnZk1y2GNO/Po1EqkGTYb/iIG1A/Y+LXlw8E8V5fDBwT/xaN/3lYohvKOap6WKsD+PiFcrXBKJWLWPSERIYpZSkbJWV0c9MINRC+rj3UyhSAbdSaG46MX3VddUo0F7Wxq0t6XPWE962G8n4HIiNRqaI1UX8+ByAtZOegAUF8t4dC2Jlr3fnLWtdCxoRpIV+QYFjDm/jPoWtZCIJTS2qsso/xmYaRrTukpjAK4m3KGuWQ2GepSUiwjLjCozvrOBPc4G9gyv/imjL89kQ9BeQTkUEBAQeIcIyuFrcO7KIxavO86T0DhEIhFe1eyYNroHLo4Vf1gXEACIjYumqKgQD/caZa7FxcVSpYqdUjEEqOrsikgkIjYu+rWUwyrWtiqKocDr8ygpgvziAlo61XmhTE0LJ+Vraz1FjFhidsVc/QKTI6hfxUPFItTAtnoZOTWxhFqWVZXvk7LTicpMZPjBeXx5aL6yvUhWjBxV5eP5+alJ1NCTgdzShsZDFEXSfT79lmsbfkOspkbdT74BoOHgKVzbOJfY+1dwa9mDhoMmK8cwsHag/oDvubF5Pk2G/wiAV5eBHJs1ghajfkNNQ5OUsMfEBlyj7aRlFdqHyiwh8HzW04aRaZjHpiKXy5V7HPowEkNTfawcLJDL5IQGRCjdSnOz84gJjaNRe8XfW6ImQVYsq9B9k7PyCUjMJ8ZBcfASk5+PvZaI5fPuMdVWh6SYHFZMuolErXzF89iGpxQXyanma4aWjhpnd4WhJhVTpao+WjpSOg91Y9UPtzAw1cTKQZedix6RmphLl2HluytXBqVjQUVyDSR51lxKOcsMZ0WmVl+zmsRkJxDxLJaffL4FoKqBPVueHuRk1CWc9G3ZHXYc//jbGGooFNvcojymXJ9PV8fW2Olak5SbwtWEu9QxK/udKCAgICDw9hCUw9cgJ7eAQZ80p1pVa/LyC1m07jgDx67g9LbJqEuFrRR4Oc8/sDppPsP+BXJy5C+0WvzdLhKJylg9iovLuqmpa1S8eLxA+ZRWtMpDKi75//9bAZHJK6ZQvMR4pYKGRF0lAc3f4y/76Dsa2r78gfr5+QGIAG3TEpdIkUiEtpEZZs4l40jUpGjqGZGTpsiW+eT0bm5uW0x6dAgFuVnIZcUqxc6r+nVG8tsogs7txaNtH+4fXI9VdR+VMV9FZZQQKJv1VEZGRhazftjKwKGtiQmN48S283Ts3wILW1O8Gnuwae4e+o/rgZauJvtWHUdLWxPf1orYcVNLIwoLinh0IwhbFxvUNaVoaJZvCY1KzaFI/Tk3WJGIhA76cCGFL2rvw8ZZnxG/+jDtk7Pl9tc1VGfrvACWTbxBcaEc+2oG/LS9OVaOCoVq6My6AMwZeoms9AKq1jJmzoHWmFi92n35n1JeaQu1XEeKtaJpbKVQoDXVNPAx8+R28kNlvOEXbj25n/KEQecnAXI62bfk6xr92PR0PwASkYT0gkxGXPiBhNwUjCigTaYAACAASURBVDUMaGvblJ99hfqkAgICAu8SQaN5DTq0qKXyft4PffFoMY67DyPwreX8jmYl8CFQ+oE1PFcTW8RsPXmJb/upZue0trLhkv85cvNyldbD4JAg5HI5VlaKB2c9XX0ioyJU+kVFhVdoLmoSNWSyiiku/688r8hbGIiRiqWcDr2Fi0mVSr9XNTN79jy+oGLZuhr96JX9LHSNsdEzIyQtls9qtXvt+4okqplORSIRYjVpmTa5XEbsg2sc+KEfjQZNwbHBXDR0DQi+eIhzi75XykrUpFTv0I8HB9fj3rIXj45uptHQaa89r39LeVlP40zNyYhIJWH4H4gQ0biDD60+VtQOHDCxFzsWHWTJxPUUFhTi7OnAqLkDUddQ7IWzpwN+Xeqz6qetZGfk8NGAVspSFqXJL5JBKb0xz1adyL7qhM3uqGw7mtJP+fps3gDl68ad7Wnc+UXHRqCuIeHrufX4em69Cu1FZVBeLKh2cltcirpS27TEwn24w2oVGXWJlCVNprOkyXSV9u+9hymvr2k2681MWkBAQEDgHyMoh69BeHQS81Yc5s7DCFLTspDJZchkcmIT0t711ATec0o/sBaLpERpuCP3P8RFRzPcXKuRlfWMiMgwGjZoyr6Du1i9bindOvciOzub9ZtXU8fbV+lSWs29OkdPHOSi/1lcXapx+851noYEYWxk/Mq5mJqYERQcSIO0xqhJ1dDT1X9j6/4QKa3Ix2fI0FOvw7gTy9FQk9LU3ouUnExuxT2hfdV//5A+vG4Xfr+yg2+PLeZLn648SAhlxc39Feo7rdkARh5diKGmLh1c6lNYXMTtuCBiniUzsUk/FdnnFd4CkYzUrPwKzzH6/mX0zGxUXEsz4yPLyHl1Hcia3jW5s3s5BTnPqNb64wrfo7Iobem6WcMLUFhLd2/8uoy8jp42X0zu/dIx+47pRt8x3VTaZu2YoHx9a7k/4aeCiGtcn5j0XJoGJ+Ge8IyVjRSuqq+TVKff+W646Lszzfv9UJzeSSyogICAgMA7Q1AOX4OBY1ZiaW7ArAm9sTQzRE0ipuUnMyksLHrXUxN4zynPNStEy5sisToHj+xlw+bV6Osb0KBeEwK3nsL7vpTsE3fYs+Y2GVZqVO1RH9dkXbZ2GktWfDJaJgY0d3Zj7+7t5BcXUL9eI/xqNSZm6yXWNR5KcUEhRVoSxN5myvtlJaRyZd5mDC6GUFCQz8qd3xBuL2PZBqGUxfOUZ3nSKWiCrroOP5/fQHRmEha6RvT3alsp97MztGB37xmMOb6ElTcPUsfalVmthtF/z8+v7Du4zkfoqGsy138bk06tQkuqTnUzR77yVVVkroencvBqyQO+XA4RqTkVLjBvbOfCs6QYHh7bgo1nfcKunuTxie1kt67DwfPL6OQ34i85V2y8GnFu8QTcW3+Mxjs4eHiTWU9fxd+K1PN86IpUZcaCCggICAi8/wjK4UtQcS3TEhMbHs/P43rRsK4rAA8CoyiqYKICgf9vyn1gFYkosvRhzoQWyqZrC7dxa8c+Go7ti1Udd3LTnpH8OJwan7Tm1oq9NPtpCDrmxqSFxnBxxlo+6dwS368VbqlHv55LVfuqNBjzKeo6WqSHxynHLczN5+DgmVh4udBt/TTEUjXu/XkYm6sPKMzNR6olxCb+TXmKvAgRoqw6hEyZWuaabPr5l7Y5GFm99D1AR9cGdHRtoNLWt2aJ6+IA7/YM8G5f7nz7eLaij2erF6xGMZdGs8+QW1iyrgF3skjVMa5wgfmqTT7Ct+93nJk/lqL8XBzqtaLx0Gnsu/NnGdmanQcQfeciNTt/8cpx3wRvy9J1/uRJlsz9jaDHj/HVqk91gxp01H7GrO6enJyXDLkZSDd9Q1FuOr9sNeJii5bMW7myUufwtqiMWFABAQEBgQ8DQTl8AaVdy+JyikGqzm9/nma+hRHxSenMXLwPtVKpzAUEyqMiD6yFOXnc33iMhuP74d6tGQAGdpZYerkAUGdYiTVI38aMrMGdubf+iFI5fBaXjFMrH0zdFDFL+lVKimWHHLuCXC6n+Yxhyri2plMHsb7ZCCIu3KFq2/pvZuEfIO/S8vSmKK3w7vdWWCWfLzA/cOvdMv2+OlpSesDvq5n4fTVT5fotUViZPtnJ8RjZVsXWu8m/mvM/pSKWrqhLoZz5/iD9z3+DWE1MRkQaO7uuwb2nF40nK5TyG39cJCkgnnbLepAWkszNhReJvx2NREMNa197cmrk88WXX+FevTpBWx4QdOQhQz7uzfEbN8g3LSA8P4sVq5fiVr06KUlJ3L1xo8JrkCNjXsAvbA/bhFgkoqtdL8Z7TkUsErM/chfrg1cR9iwYDYkmvqYNmOQ1A0stRYKhQlkhs+9P53jMIdIK0jDRMKWTbXfGeU6pxF0W+DfI5XIWbwpmza5QouJzMTVSp09HO378pgYBTzOYMO8+V++loKUhoYOfFXPGemGgp4iBHTbtJilpBTSsbcIfm4PJyy9mcE8npn9dnVkrH7NqZxhiMXzdtyrfDSj5fdGtvYe54704eTmeCzeTMTVUZ9pX1fmko51SZuqiAA6ejSUqPgdzY026t7ZhyggPNDUU8ckzlz9i3+lYxg9246clj0hKzaeZrxl//FAbUyMNLt1K5qMRF3lypD0WpprKcaf/8ZCjF+K4tuPFh1gCAgLvD4Jy+ALKpO8WiaC6F/cCA2n96S/YVzHjh1HdGDZh9UtGERBQUJEH1tSQGIoLCrGpV352x5AT13iw+RgZkQkU5uQhl8mQP2e59uzbjos/ryXK/z429arj2NIHMw9F/bOkR2E8i0liTf1BKmMW5RWQGZVQ2cv9oPkvxli9SYVXLpdx4sp6bgQcBZkM8ZMI2nysiO3LzXvG4YurCAy/SlFRIXZW1ejYZBgWJooDjNlr+9KxyTA8XZoCsHLXWOJTwpk8ZDsSsYTk9BgWbBrK+AHr0dc1pai4kNPXNnLvyTly87MwN7ajVb3+uNjXQSaXMffPATSp3ZOu3p2V/1vJaTEs2DwU3yqLsDZzJi8/mxs5Bwjpeo4Zq85jY+FCtQI/NA21iLsZxe3HJzl0YTkOT+sT7/mQK0s3YH+iETVbNMB3dDNkRTJuLrlI8bFcOm7oi0gsItU8gUzrVKLOhHPv1k2eZWYgUVOjScuWSKVSbGxtqVm7doX39EDkHj6vOpjtzQ7yOCOAMde/pIaRFx/ZdqNQVsDIauNw0nMhrSCFuQE/8931EWzx2wfAhuDVnIw9ynzf5djo2BKfG0fYs+B//XeuCF1XbMPdwpTZXQUl4GVM/+Mhq3eGMes7TxrVNiU5LZ97T9LJyS2i29f+1KluxLkNzUnLLOCbGXcY8eMttswtOcDzv5OMtYUWR1c25d6TdAZNvsH9J+l4uRtycm1Tzt9I4ttf7tLc1xxvDyNlv19WPGbaVx7MHlOTvSdjGDL1Jq6OetT+S0ZbS8LSaXWwNtckMPQZo365g7q6mKlfliQeiozNZveJaLbOrU92bhEDJl7nxyUPWTylNo3rmOJYRYcthyIZPUDhYSWTydl6OJKR/V3e0u4KCAj8WwTl8AWU61pmZIK8biOePpd1LvDcPOXryGuL38rcBD5MXuma9ZKaBgn3nnLq+z+oO7w7DcfVRF1Ph4hzt7gyb4tSplr3Ztg29CTy0j2irwawt/90vAd1xufLHshlckzd7Gk1p2xCDg0D3X+1rv8a/8UYqzep8N4LOkcDr864J2gQ9PAC2Q09kHgq6u7tPj2f5LQY+naYipaGLqeurmf9wamM7rcSqZoGDtaehEbfx9OlKQWFecQkPkVDXZvYxKfYWroTFvMAEwNr9HUVtSP3nF5AakYcvdqMx0DXhKCIm2w6/BPDP56PlakTNV39lPMpmd9ZzI3tsDZzRi6Xs+HQdDTVtXELaY59HVfyrJM5cX0lbXqPIOjPxxQ8y6ewqIAIgzt85DmMjAfpPLPOwneUn3LMZjM6sNHvDyb2+Yqrjy/hkueCs7oLMpmM2Khoqrq7c+PWJfw8a9CkZUv8WrWmZYcOaFSwtExVfVdGVVdkgnXUc2ZH2GYuJ17kI9tu9HT4VClnhz3Ta/1K+5NNiM+JxVLbmticaBx0nahrWh+RSIS1dhVqm/j867+zQOWQlVPEH5uD+XVsTT7r6gCAs50u9bxMWLcnjOzcIlbNqIuejsJSuGiKNx2GXiQkMgtnO8V3tb6ulPkTaiGRiHBz1GPxxqfEJeWxb4niYNHFXo/f1wVx4WaSinLYuYU1g3oqkiSNH+zOhZtJLNkczJqZis/HhCHVlLL21jqMHejGog1PVZTDomI5K6bXVVoyv+juyKYDJZmzB3R1YP2+CKVy+PmaW4TY5/NJB9tK3UcBAYE3h6AcvoD/omuZwPvH83GtdjoS+kjViLkWgKG9aqH7+LtB6JgbqbiWBsQllxlP19IEj54t8OjZgjtrD/Jg8zF8vuyBaTUHgo9dQdNQDw19nTe+rg+dDynGqrCwEKlU+lKZN6nwmhsprHfU6w/Auv2TCYt7QBUrNwLDrjGo26842igeWnu2Hstv6wdw78k56lZvi6ONJ1fuKTKzRsY9xtjAEhtzN0Kj7yuVQwcbTwBSMuJ4EHSeMZ+vxVBP4TJdv2YnQqLuciPgKJ2bfUUttxZcurOHlPRYTAytAbgfdJ7a1RSuoqEx94lPDmXioC3cCb1Kyp0k2g/pz5XTR8j0jsGsuiXpYanI5TLMbrnj9UNjTu7cR+LNBP5suLDM2gtS8vl54UJy/TNJvh6PWqwahYUF6Onr41DVmZ+HLMT/3DlmTp7Eotmz2HPmLNo6r/7/czPwUN1jTQtS8xX/7w/T7vPH43k8zgggoyAd+V+HSrG5MVhqW9PdvjdfXOpNm+MNaWThh59lS/wsWyIWCSEQ7wOBoZnkF8ho5mte5tqTsGdUr2qgVAwB6nuZIBZDYFimUjl0d9Rjxm9LsLWxYlD/HpibaGCgp1pDxdxEg6RU1YzEvp6q2ax9axpz/FK88v3eUzEs3RJMSFQWumpRVDV/SlR8Y5U+dlbaSsUQwMpMk6S0kvtonH2MbWQmV++lUN/LhIKgQnroW2BiWHlx7bcPPOHwHH9+uDSw0sYUEBAoQVAOX8B/0bVM4P2idFxrRHYxN+3dEP2+DYm6FKs67uSlZ5H8KAwDeyuyE9MIOuyPpZcLUf73CT56RWW8S7M3YNfYC0MHKwqycojyv4eRk+Lh36VjI+6tP8KxUb/j81VPdC1NyIpPIfzcLTx6tSqjjAq8O/LzC5g2Zz67Dx4h81kWnh7uzJg4hgZ1a3Px6g069R3IjtVLmL1oGQ8eB7Jx6QLatfB75bhvSuG1MHVQea+nbUJ2TjpJaVGIRGLsLN2V1zQ1dLAwcSAxVVEGw9HGk4Pnl5KZlUJYzH0cbWpiY+7Kg6cX8Kv7MeExD2jTUJHYJi4pGDlyFm0ZoXK/ouJCnGwU5SosTR2xMHHgXtA5Wvh+SlR8IKkZcdR0bQZAbGIwhYX5zFrzKTKpjGKXYq4v20KhXgH5mlnY1nXjafgNRDpibG3dEEslyGVy7Bo7kdnWnVUXQ0nMzMdUvZCUdWNZ+Ot6Gjdvzq0n/iTKYikqKslcLRaJaNGuHS3atWP4d99Rr6ozt65epUnLlmX28PlDIu3q6ahZqj7Ui0QiZHIZOUXZDLz0CQ3Nm/Jb3T8w1jAlrSCVT893oVBWAEB1o5qcaXeDiwlnuJp4ie9vjsLdwIM/m+x4KwpikUzG5AOn2XH7IQB9fWoytb0fYrGIgqJiZp+4xO47j8jIzcfVwoQJbRrTws1R2f9pYgo/HTnP5dAoiuVyqlmaMq97WzyszLgTFccvxy/yICaRguJiPKzMmNbBDx/7ks+1+fe/8WvXVpwNCuf803CsDPSY270NTiZGfLvrGNfDY3A0NWRhr/bUtLFQ9rseHsPMYxe4Gx2PgZYmbT2cmdreDz3Nyk3W9RIHEeRy+CskvAwiSi5I1cRlrknVRKXaQPaSe5Xm+v1UBky8zsSh7swe44m2ZkMOn4vkxIMQFTm10vcWiZA9dyOpVIyDjTYb94fjYq/LyQsJ7FygmmxLQEDg/UZQDl/Af9G1TOD9orySCadcaiLW0UJ3xV6yE1LRMjHAtVMTqvduRa0BHbk8ZyNFeQXYNvTE58ueXJy5rqSzXM6l2evJjk9FqqPJ/9g778CazveBf+5Kcm/23jsSERFiBbFH7U21KDp16EKrLS2ttqjSqpYqSmvWrL3FFkREiEQkkUT23uPm3vv743Ijg1I0fH/n84+c97znfZ9z7jnHed5nObb1o93k0QDI5PoMWjWD0B82cGDyIiqLSzG0NsehTRPBkviU8fncBWzfs5/Fc7/CzdmJn1f8wfAJEwk7vFvXZ+a8hcz+dCoers4YPYAl6kkiEdf8b0Qk0ibcuN9X8J2kSDYWLhgpzEhIiSQhJZL2zQfhaOPN7hNLycxNorAkB4/blkONRoMIERNHLKwzp0xabTUJ8O7CxWsH6dbmRSKuh+Dq4Ie5iQ3bw1PYeDQWB6mciJJRvNLGmYKvDuDa2ZOKgnJ6vDqEQuNCzq/Yh8hXjEMrbVykpa8tkTuv8r1CnxKVBgz1yNVIEcuqWLjkV5w8XUhJSiIjLQ2pVCtX1OXLKPPLib56FUNDQ3Zt3YJMJsPN07POtai9SFRRpeZMXA7breqWGYkvukFeZS4uawpIszlI6xmfsz9ld50xjWRG9HEaSB+ngQx1G8WIo31JLE7A3bju/I+bLeFRjGrVlD1vjSYqLYsPt+zH1tiQNzu15t1Ne0nMyWfpC/2xNzXmcEw8Y1dvZf87Y2nqYEN6YTEDlqynjZsjm14biamBPheT01BptLHVxRWVjAj04+sB3RGJYMXpcF78fQtnp76KpaFCJ8PCI2eZ2a8LM/t1Yd7BU7yxbid+9jZMaNecbwd1Z/rOI0z6aw/HPtAuPESlZTFyxSY+6tmBhcN7k1daxvSdR3hv0z5Wjh30yNekRuZzQwNkUhEh5zLxum0J1Gg0LDgWx+q8FDJNKnGatZ+xrZz5tl8T1h1LotRfzLDdF1AclGCllNGYag+mCesvclpSgHOlAfYz91GmVDGxnRsaNJwoyMX2i72IRSKULiLORebqXFnFk//Gr1JBgaMKw2m7MECMoaeshmvp+FWXKGsrRvHxTmyN9XHGADXVz/XM/dGsOJ9IuSV4fXOQzOIKvAzUvOBhzIKDKbg5GiL2kfD+iatEtqtWxH8/l8j8kBvE55TiYiZnYnt33uvogVisfS/8euYmC0JukJRfhrG+lEBHU3a9GiQkABQQ+I8QlMP78Cy5lgk8e9QX14pIxEFHb5b9+UGdXW3fG0Xb90bVaPN7vjrxQ/An4+47n8LSlK5fvfHvhBX4TygpLWXluo0s+mYWz3XVJmlZOHsGx8+GsvzP9XTuoF2B//i9t+jWsX2DyHj3h25f+zy81Zb19rO2cEGjUZOUHq1zKy2vLCUj5yaBvtX3rZuDPzGJ50nJjMXNwR8jhRkKAxNOXNxcI97Q3soTDRqKS/PwcAq4p3wBPl05ePYPktOjiYw9QY+gsToFzFRshodVKemFFXx5JJePzRxJ3ZlK63c7YaQww6CZERUF5WjUGuxbaWOkmoxswdk1YfS5kMRpd0tK9SSYlynx9Xuf4xFr6R3Ulr4uA2hu3RK9VK2VSd/AgOz8dJ7v/RxVSiVePo35Zc1anN3c6shb3yJRlVpTb5kRB4UjemJ9wlxvYlblwNG0g/x4dW6NPiuvL8VGbktjUz9kYhk7k7ZiJDXWZTN90tiaGPHNwO6IRCIa2VgSl53H0hMX6O3nxbaIa4R9/AZO5tr6l6+0D+RYbCJ/hEYwb0hPVp4OR6EnY/nogehJtRkyPa2rXSE7ernWmOvbQd3ZdeU6R2ISGBFYHRc3MtCPoc21Ss57Xduy9dI1unq70cdPmxTlnc5tGLJsIzklpVgaKvj5+DkGN2vMW53uxGaaM29IT7r/+AdZxSVYG/37BZjayn96STkGLhI+/SESfZmYDoFWfHU4hr+iUvl+YFO+nRNFIx85kko4FJrB6zsjsLcwYM8H7cktrWTQkrOUSKpoAajUKmLjE8kWqVEUJfG+jx3O/oGMXX8Ra9N8HEoVnJjahyOxWbxVdJmLsYeYMiuCiRO0Ga6viYsJ1qQTkJdGssyayw7OzFwdzrju3vyxKYTirBvoxTgTtaUXv24/yk+RBViZq5n00WwKiopJsw8gu9wQjSVsHd+GkkoVfX8MYWVVEh09ogg/fAoPqTdZObao1RrEYhHjv9nOpiwlzYtj6aksRV1ow9xSJTKJiIGuBny+ZBt/ljsSVB5LQHkZigwrStLtSQ3OwcXPut5rXFZYwZr396Enl/HC/J7oye/vZi8gIHB/BOVQQKCBEOJaBWqTkJSMUllFUMsWujaJREKbFgFE34jXKYct/P3uNcQTpfaHbmWVmrPxObiG17VyWZk54usexI6QnxjUdRIGetqENPp6CgJuu3mC1rV09/GlWJk7Y6QwA7QKY0TMUVr4Vtd6tDJ3JMC7C1sOL6RPh1dxsPakrLyYhJTLmJva4efZAQBTIyvcHPz4O2QxFZUlNPUK5v2F5yhTqijDiaxKezpb7SW8oB3hJiIaWeZz0yIMk1Q5bg5NMXY2Ixuw8dO6WhvaGPF7a1e6xmbyQlgSUrWGQgMZ8VaWlA3/mrh5/Qlbeoqbh65zJU0bvxVWdApJEkRcuPWP17TeRaJ7tFvoWzG31Y/MKv6QiwYb8L12lRElz/Et1/mhXz9sk/QpGuFAZj9TblUkAyKamDVlefA65FJF3UmeAC1d7HWWYYBWrg7MOXCS0JspaDQQvGBljf6VVSqCPbXlFCJTM2jj5qhTDGuTVVzCnP0nORWfTFZRCSqNhnJlFSn5RTX6NbGvViLuKHa+dnXbsou1yuHlWxkk5OSz/XJ09SC3DWQ3c/IfSTmsT/nX8xQjMxQzd3k0t7LKKGonpo+1NROD3QleaMHH8y+zdN51fnYQI3ITceaTzjhZaf9f6Khvzu7ybHJVUuLPXgSntsiQ0kHfiqhzZ/GzNyXQ0ZTYm6W0lSrxtjbC29qIt9dEoLayIOFWMUHPH4L2IlxVGUzu05i2rZ6nvLyC4EVn+f7YTZYsS6JLi1KaVaWQWOCMm4WCFhYSGpcnES13Ycqkl6moqGT0kv1UIccsTkQzB1MOHTuDa/ktEiUODNUEsTM1F7F/OUUlpZxZF4ldBzM2ZVUwwcWY93qOITezgN1rj2OYU8GS0wkk7AujSs8WWYmGfiWONO3rgK29JdEbk9n2+VHe3Tyixr0FUJRVyqq3d2Ptbs7w2V2Ryuq/dwQEHoa8zBJ+eHcXr3/dE0dPi38+4H8MQTkUEGgghLhWgdrc8cSsL+7o7o8iQ3nDLCA8jJULYGj399l94jfW7P5SV8pi3IAvkUmr47g8nJqh1qhxv+0+qm3z51LM4Rpt2vE+IOTCRvafXklhcQ5yAyOcbLxxd2pWo19zn25sO/IjTTzaI9c3ukvREnEkux/NTUJpaxaCQcsySo0tKJMZYWyotYA2n9CGW8cvIr7rI1PuaMoWw5oJPwAcby/ktJzYgZYTO+jaa2/fj9qLRFUxH9UYG2Buq0W6v/s5Dybz2E4sXV3p/NrrTPPyZPFXswn8awgVJcXEh54joEU/TGyr3fieFkQiOPDO2DrugXKZ9lPkfvF4AJM27iWruISv+nfF2dwUPamE4b/9RaWq5j0pE1ePf+exkUnqtqlvT6jWaBjdxp83glvVmdP+EbM515v5XCRCZa/hyurenEvKI+jH4yx8TXsPN21kyu5ftTVCP/z7CheS83SKIcCWWe1QTNtJVpUUG1MTvDxcMbIqZ/Ub7dmyw5hd+0OwbdKbQmkFfTpWW1pFSqhUSOnbyYEtvw1GPPlvLJQFBLUKwNpK+/E7rmtj9lzLIGxlF0JOnuOL9cm0mGCN/cx95JdUUCV3RyyV4uqsTfbk4epEXGIJWcdHamXbcQAP3ImRSSn2ccHVsBQT32KSY/M5vTYSf7cmlIkN+D1Dxeq1lwHQWLtQUaFCkl1CdlEuzwUFcCitiPkOJvRVGtNTbkqr8RZsmLibwswSTG2rf4+c5AJWv70HryAn+k8L1rmlCgg8KqZWcqYsHYjC+PHGHD8rCMqhgEADIcS1CtzhjqtmSnYBIrGEn7cc4bsPtG7CKpWKc+ERDB/Qt4GlrPuhezBrMAAiqtuH9fhQ97fcwJjhPT/kflibOzP7nZpxc4G+PXUZRu9GIpHSve1ourcdfd8xWzbpRcsmvXTbdytgVRo9LhR05EJBRxzN5Jya1O0f536SCzn/ZuwJy1cAkBgejkqppOXQoVi6ahUBR7/666Q+Ke52M1ZL8ojL0mZQvbOYEZaUip2JEa1dHNBoILO4RGcprE0zR1s2h0dRWaWq13oYevMW3wzsTk9fbexkZlEJGUXFj3wO/o62xGTk4GFl/s+dH5J7eYiIRSLcp+3GuJ5Fhzto0NSxlN1NI09XwqhWfL293Ni4bS9qtRoxtTRtDbVbcHKwZfKMeTTz86FZE28qKqoVr6jcSk7qezOzsQ0LfGw4feoMm8PTOaWqTl4mN9BHoy4EoLCwmJzcfFL00lGJjLh1fS3GehIio5xRSS0pzCzB3dkFSCIgPxq3YjUGRXKMSoxQlWt4/tvupOfosXXnAXoVGuDSMogCmZo5h2MpKK1kpJ6YktxynXKoUqpZ/soOmnRzZ8C0mhlVBQQeFbFYjPH/Yy8uIbpXQKABGdzCkVPTupEwpx+npnUTFMP/h9xx1UzJLwOpHjLPIFasWMasFduIuRHPhzO+Iis7h1fHjPrnwZ4w93J5ftpdoac+54O8lrvZwyh3g1s48u1QfxzN5IjQWvW+Her/WJ7XRxnbuVkzfLt1Z2ZgC5Y8P5KQX3+lKCvrkWV6q0jVDgAAIABJREFUUO6+dzVok+lkFJXwwsod3MjKZeflGH4+dp43glviaW3BsBa+vPvXXnZejuFmTj6XbqXz87Fz7LpyHYAJ7ZpTUlnJq2t3EJ6cRnx2HlsvXSMyNQPQxh9uDo8iJiOb8OQ03li3E5nk0d0IJ3VpQ3hyGlO2HiAyJYP47DwOXItj8pb9jzx2ffcegEqjQQPkF1cgAhYcia3Tp4mtMRGpBRSVKwHt9Q785hBqDWRl5pKUW3rviUVQRx2sZZq19m3O9MkTcXWy58iJs6wNuYSzkVbWKzmVyDWVzOjpQ2sXc+zlYkqopcjepbjescIaFFmgUYtw9BrEgtlT6dW1PVamWndxVwtjTCrVmBl60DHIFcNGhZQ2TsBEWY6zXI+Rg3sz+YWXMSkwxiA/heyDG/khyJDSKjWxlvq6si0AYqkYzyAnrp9KJj+tpluxgEB9xIan8fX4LahU2gRXOWlFfDFqIzuXX9D1ObThMqu/DiEvs4QvRm0kJS4XgISrmXwxaiPxkRks++wgs1/azK+fHiA1IbdBzuVJI1gOBQQEBBqQ2q6acv8+lAGLFs7j5/kVNGviy+bfl2JnY01s/M0GkxOeXVfox2Glf5IJyh5k7LstdHfL//6ePcSHhhJ16CCnVv3OthnTmXLoEM7N7p2053FRn5uxFFPCEvPovXgNIhG82NqfiR217pqLRvRh4ZGzzNp7jLSCIszkBgQ62+ssifamxvz9xgvM2hPCkGUbEaGNFfx+mNYK/MPw3kzZeoCei/7E1sSQqT07kFNSf8zmw+Bnb8PfE1/g2/0nGPTrBtRqDa6WproENo9C7XtPLBKhulvJEYkwEotYfj6JNu4WdPKwIqe0krBb+Yxr5czM/dGMW3+Rzq4WLDgUS1qFErlIhFRZRsyNAoqMfDHU137KxcYlYm5mSplYjEwqIy+/UDdPq6bmlCSk15BtW2QarV3M6NIhmBtGHqTtjaKlXgEATkZSykR6rA1Lpp2bBQdSVcSoTOo9xzv3prVYH5WsColIxI/TOyISiTAyykGt1GBsrSDnVgHBCcUcaWJGT//mTBzWm2mzfiTRRYzqairzWjlwuURErIEjLw54DumpY/x8+CrFlVZYlVbVmFMkgqEzu7D1i6OsfGMXL/86ADP7R3MBFvjfJs4onfKKSpJvZOPmY8O5sBuUyioIvRDLgFe176gT566RZp3HQLTJqd4MWcbZo7F4FdnRk2YcWB/Bc6MDMDKT8/V3W0iel4N0nITVMSGIETHKO5ivgp5/5uvKCsqhgICAQANS21VTJJGiaD4AUfMBJMzpV2Nfx6DW5MdF/pfi1eBZdoV+lrNP104ElJJfxidbtffB4BaOeAYF4RkURP/PpjOzeQAXNm36T5TD2veugcgNgKpKSJgzvk5/mUTCRz078FHPe8djNrazYv3Lw+vd19TBhn3vjKnRNjKwZnKmzLlTa2xbGirqtDWysazT1tzJjo2vjLinXI/C3fee+7S6pUfMxGIkag2zD17nVkEEtkb6jG3ljEJPyr7X2/PB9kg+3B0FgEIkwvy2G6lUVcH1uER8PZ04e/4SO/YeYeiAXvyWAuamJpw8e55WLZpiYmxIRlY2hrUsh4McNKwJjee9bZGY6oloVxFHZ29tzdT29gb4KlP44G99ypQqmhhraCfL5oiyVk1cjUZ3b1YaeiAqz0ONLfMmb6P3qKZEhl2nsLCc9i/6czPnFh7qVFwNzFlxMo5pO6+A3A9rcxV95VKW/7mZYo0N0TZ69PvjHMWVUmz0LfihV2Myjh6rc93EYhFDZ3Vly+dHWfnGzqdWQVy3K4yPvtvJrWMzG1qU/9cEu/myzfgcZ87H4OZjQ2REIrGuaTSNd6Eorwx9hQx1ugaPLrZkluUD0MjUnu+6j+VS+E2iQm9xq1k27n7aeO40/zwaH3REWirm4KAZXM5J4tXDS2hh7cZwr2e7tqegHAoICAg0IM9a1tpnWcl6VqnPQlemVLF4+XZkTgX49eyFsY0NyZcukXvrFva+vvcY6fHyrN27TwP1XTORSISvpYJT07rV6e9vb8KhNzvgPm13nZjBHAM7PMvTcbx6hV+jRHTrFET/5zozUCymtKycZavzmbdoBQb6+iwd0IMz59JqHF+am4l3ZhyOpWVYWpjTo28QndpXJ+VpoUzizy/fBuCv7fsIvZDPoTnV5ZDG+xpTfGYvFwy6ApClcKTzzRLcTM8TJinn0uLTGCv1mdWoGe1H+3M97ib6/hJSEkPwQ01rkZznOgdzdXEy/V+xZE94JFFXDxOkLMK01IiWLfwY+/wgKvKULLjH9RSLRQyb1YUtX4Q81QqiQMNjJDNA6VBF7BWtBb0wvow2g71IyM7kUvhNLMyMUKGiU8smbIg6BcAHzfvhZG6Fnq2MKG7xZ/ZxPlUOQyHTp1KutWa/7N4NBzMLvMzsWX0thJCUKEE5FBAQEBD49zyrrpoC/x33KneRXinhxukzHPnlF8ry8zF3cqbfJ58S9OL9E/Y8LoR79+H5t9estlIZbaFV4hzN5KyqR6lUyA14f+JLNdqe61YzccvQ/r0YHuBQ73xdgtvQJbiNbnvk4N6MHNy7Tp8Ju2rGuB5r4g14I4I6ng+NvT34bu6UupNN0P7zXtux9cqikBvwVdjruu3AgT4EDqy+XmKJmBGz614DAYHaOPlYUbm7isxbBagq1PRqHcDSiIOEXYzD2FROhlkBre08+fXMQdywRlTLPbRcoyS+MIOmltVJtTTq6v32hmZklxXyrCMohwICAgINyLPsqinw33AvC52ppzfv/TaxASTSIty7D8+/vWZPqyIuWI+rOXUxgZmL93EtLgOxWIS3mzWLpg/V7T927gbTFuwiKTWPQD8nFk8fhqtjdQ2937eG8tOaE9xKL8DJzpT3XurMuMHa2LcvftrH1RvpbP5xPACrt5/n/W+2seLrUQztqS2D8tyrS+nZ3ocpL3f97076GWD69kjWhyaj0mgQGRQxWmXIns0XyTDLp4WNB26+1mQfKCLPsASJsxiZ5P6qkYh7ZxAWIUJ9t7b4jCIohwICAgINjOCqKXA/nlbFAIR799/wb67Z41bE1d8P+lfH1eZpvjf/S6qqVIye+idjB7Zi2ZcjUVapiIhORXK75mZFZRULVx9j8Yxh6OtJeWvWZj6c8zdbftKaTXcdvcpH3+3k6w/60a1tI46cvc6UuX9jY2lEn46+BLd0Z+WWs1RVqZBKJZwMi8fSTMGJC/EM7dmM0vJKwqNSmDWpT0NehqeO6dsjWXM2SbetrrAiyygDUagIvUApErGYDi0bc3hLJJpCbbwhgIepDWo0aGopenpiKe4mNv/pOTQEgnIoICAgICDwFCNY6ATg6VTEhXtTS1FJBQVF5fTu2Bh3J0sAvN20SkTY1WSqVGq++2ggjVytAXhnTEfe+XKLtialWMxPa0/wfN8WvD5SG6vm5WrFpehUfvzjOH06+tKuuRvlFVVcjEqhTTMXTocn8PbojqzbGQZAaEQiMqmYln5ODXD2Ty/rQ5NrbIs0MlKMS7ArMsPbX+tS3c7Jm7UmJ7ApNKFTyyYAjPLuwDpOsvDSbl637EFERiIAL/l2RiHT/29PogEQlEMBAQEBAYGnnKdRMRAQAOHeBDA3VfBi/0CGvbuKTq096dzKk0E9muJkq63xqK8n1SmGAPZWxiirVBQUlWNuquD6zSzGDGhVY8ygAFf2nrgGgJFCn4DGDpy8qLUYFpVU8NqIIOYtP0xaViEnwxJo08wVmfTR637+L6HS1E7jBOdsyznhs5ujLWcCYCDVI61vHruzwphl9zwAPq6O9FoQwIzQDQRvnoGpvoIR77ZjZtuRunEqjaooeacCR0+LOnM86wjKoYCAgICAgICAgMAj8PPnw5k4qgOHz1xn74lrzF56gDXztKVXpJKaiU1EIm3cmvou5UVUTyjb3U0dAj1uu5MaEtTcDSOFPoFNnDgZFs/Ji/H0bP//y5X3QZDUqisKoMgLwDi/OYHWHrq23QM/rXNsB4fGHBky855j13fMkq6v19Pz2ePZrtIoICAgICAgICAg0ABsD0+hw5wjuE/bTYc5R4grUfP+uM7sWvoaHQI9WL/74gON4+1mzdmIxBptZyMS8XGvjm8LbulOaEQiIaGxBAe6327z4MCpGMKjUghu6YFATV5o6/xQ7QJaBMvhI3Du8DHW/bBEt/32NzNo5O93nyMEBAQEnl40GjWXj24mLe4yyvJS2g15CysnrwaRJfVGBGF7VzNg0r0qnAkICAg0HNvDU3TJeNRl5cTduMnkW1lkD26Gj5keUTfSmTCkFUezN+A44BztfzqAnbEdHpYeDHZ4C4CFp+ZRri7h3TEvM/6TdQQ0dqBb20YcPnOdTfsu8ce86rI07Zq7UalUsTMkinfHdgIgONCd738PQV8mEeIN62H2YH8AXbZSiUjEC22dde0C9SMoh49As3ZtcGvsrds2s/rf8zv+/0xOZhRREWsoKkxCJBJjZOxIQOs3MZCbE3lxBblZ16isLEJhaIunz0BcPLTpo5MTjnH10ip6DlyGRCLTjXfxzI9UVZXRpuM0ykqziQxbQW72NVQqJXKFFT5NR+Lo0qGhTldAgMyb10i+dp72Q99CYWKJnoGioUUSEBAQeCr5bn9MdZZWiRhVWRl5l67x0YXLOFibMPy5ANp00ePvvWfJOt2S83/OQF+qjwYNEVdq1ofs16UJc6cMYPHaE3y6YDfO9mbM/3gQfTr66voYKfRp7utITEImzXy0yVRa+7sglYiFeMP7MHuwv6AMPiSCcvgv2B6e8v8+M9f/Omq1ivMn5+Hs0Y3Adu+iVqsoyItHJBajUlViau6OV+NBSGUKsjMucznsV+SGVljb+uPgHMTV8N/JSDmPg0t7AJSVJaSlnKNlu/cBiAxbjkpVSbsuM5HJ5BQXpTbk6QoIAFBSkI2BoQkW9u4NLcoTo0Kp5JO/drDx7EUKysoIcHFk7qjBBHt7cuxaLD3m/MT+j95m+uZdXLmViq+DHUsmjCLQrdoN6XRsPNM37eRCQhLmCgX9WzTl2+cHYiJ/vLXdwlOTeXfXFna+9AZmBv//6sYJCDzNpN5V31Gsp4ehv1aREwFX5vQDYOOljVgbW3Fy6w81jg1uaUzeuW+YfXA25eXatpeHteXlYW3vO+fBlW/W2DbQl5F+8stHPBMBgZoIyuFDcrcbAUBKfhmfbI3kcuQF9u7bpOs3btBAVv+9Q7e99ceF2Ftb1xlP4OmkSlmKUlmCrUNLDI3sADA2qV4A8GpcXSPK0Kgn2RlXSE08ibWtPxKpPo6uwSQlHNEphylJJ5HJ5NjYBwJQWpKFvVMQpuZuACiMbP+jMxMQqJ/wg+u5FX0egJ0/fYjc2JyuYz/h2qmdpFwPp6qyHBMrB5oED8TSQRvbkn3rBme2/UKvV79EX24EQGlhLodXz6bjyA8ws3XW9QkaPJHoM3sozEnD2MKWZl1HYmZT7QaVfO08MaH7qCgrxsqpETaujf/VeZy/eYJX/+hLyJQEzBVWdfZP27iDzefC+e2VF3G3seSHfUfpP38J1+bN0PX5bNNOvn1+IHampny4dgvjlv7B5W8/RSQSEZmcSt/vfuGLIX359eUXyC0pZfLarby2fB0bJ73yr2QGmLRzEx7mVnwQLBSwFhB4FnAwk5Nyl4J4dzvA7IOz2RO9B4D2P7XHztiOQMdA8svzmT9gfr1jvr31bdzM3dCX6rP72m4kIgnjWo9jiP8QFp1YxIGYAxjqGfJ6u9fp01ioaSjwZBCUw4ekhhvBbcqUKvYl67Px++90bfp6evTt1FG3bW0huJw+S+jpG+Ps1oXQY19jZdsUK1t/HJzbIVdYoVGriI3eTmrSacrLclGrlajVVVhaV8ebunj04PjBjygrzUGusCQp/ihObl0Qi7VuHx7efbl84Tey0sOxsvXHzrENZhaeDXW6AgI07TQYhbE5SdfO0XHk+4jEYq6d2klq7CWadx+FwtSS+PAQQncso9vYTzEwNHmo8aNP78a3Q3/0FSZcPbGd8ANr6DL6Y0QiEXnpiVw6tAGfoN44eAWQnXKD6DN77jtedswNIjf/TWFKKiKxGGM7WwLHv4iqtIKhWZ04PWMBypJyDK0tafRcd9yCgyipqODXIydZbW+JfeQVlHoy+odfooO6kk3L19DsuW68LNbwXEYaZSvXoBjSn88G9abL1z+QkpePpUhEyKJf+ZUqFHv2kRkTQ8ALw1g8biStP59HZmERNibGj/Iz/CcoVSpkEsEFTUDgUZj6nE8NYwGAXCZh6nParKHvd3ofO2M7dl3bxYqRKxCLxfx88ud/HHd/zH5GtRjF8pHLORF/gh9P/EhoYihtXduy8vmV7Inew5zDc2jl1AprI8HoIPD4EZTDhyS1nlUigLQiFS729v+xNAKPk7ruwoPp2qMfWemXyEi5QHTkelp3+IjC/JvEx+zEr8UETExdkEoNuBa5nsryAt1YpuZumJp5kJwQgp1jawry4ggMmqTb7+LRHWu75mSmXSQrI5JTh6fj5TsEn6Yj6xNNQOCJI9OXI9XTRyQSYWBoQpWygpuRpwnoNhJbd21h4GZdR5B96wY3L5+kcbu+DzW+T1AfrJwaAeDduhentvxEeUkBciMzEiKOY+XcCO/WPQEwMrehICOZpKjQesdSq1ScWbwMt+B2tH7tJTQqFfmJtxCJxWiqVKTr5eD/xotYmtuRGRVD+B8bUFiYk25khFKlwkRuQPLZC3j16krX6ZNZsGQVTa9FU1RWRpoGmk9+m7LIKC6uXk+Tj97F1EzO5/v/puOpSPIVeuxwsiAjs5huV6KJ+mw261q6YWFpyLT9O0gqzMPO2IT32nemtZOrTuZLabf45ewJ4nKzMdTTp4enD2+2DUYmkfB1yH4upaVwKS2FrVERAPz1wgTdsTdyslh27hTxuTm4mVswtVMPfKyqsxhGpqfy6/lTRGdmYKyvTwdXD95sG4yhnrZY86Sdm3A1s0Auk7H3+jXsjU34bcgLD/X7CQgI1OROONG9woyM9I1Q6CkQi8RYGlo+8Ljulu682vZVAF5o8QJrwtYglUh5vrm2Bt/LrV9mTdgaItMj6ebV7TGflYCAUMriobnjLlAbDdBhzhG2h6f8twIJPBbuuAun5Jehodpd+OhNGV6+g2nfbRaW1n7cuhlCbnY0tg6tcHbrjKm5OwojO0rqiRl09exO8s2jJMUfxtzKByOTmnGpcoUlrp49adX+Q3yaPk9i3KH/6GwF6qN2SvL/789yaUEOGrUKC4fq+EORWIy5vStFuRkPPZ6JlYPu7ztWx4rSYgCKcjMxt9MqUpVVFczb/zHLLy8FYMyKrlxMOg1oXUYDvjQmNPowytIyZl2Zzmt/D+MW6TgHtcLEwQ6piYLTplcxdrJDZCpn9JkRSLwsST4Xxp1qVyUVBdzUJGPbvRVGtjbcsLWlXCIBiZi9GhEmtjb4DuiDRqOhJDEZiURM10opNoZGbNY3wsDBhkbtvHlj1sdYGejjkV9Kp1aNGBPYmt+Hj8bX2paZh/dSqqwEIKukmKl7t+NtZcOKoaP5uFMPDsfF8Ou5UwC8174LTW3t6evdhO1jXmP7mNewMay2QC47d4qJbYNZMexFTAwM+OrIXjS3a3fF5WYzec82gl09+H34aGb36s+NnCy+PXawxvU/cCMajQZ+HjiCz7o899C/n4CAQF0Gt3Dk1LRuJMzpx6lp3R5L/gkvy+oM0SKRCHOFOR6W1WUqpBIpxvrG5JXmPfJcAgL1ISiHD8nU53yQy+p3x7mjUNz9Ubn09Bdsjlj6X4kn8C+p7S5sqVdET+tQ1oUco7Qki+yMKxQVJGJk4oyhkT3ZGZHkZF2jqDCFKxdXUFqSWWdMR5dgKsrzSYw7gIt79xr7rlxcSWZaOCXFGRTkJZCZfgljUyENdUNxr8WB/88KokZXOPjelZlF9VRtVqtVddpAq1hWb4juTHJnNt2uhYdmsP/qFgYFaFO4N7Lx4621Q8kqStf1+enMNyiauTE6syddrnvzx9LplOTkakdSq+lY0Ixz3y7hyJQv+SB+GBXXMzgWFsfAxRcQicSk5KcisTbC0sgGlVpNaNxNkMuRWlWv7oulEvQMFVQVl5CbU4JtSQWVufl8lp7J6LNRjAi5TPTs+WjKKzAtVzKmeSu6eXrjbGrO6206UFhRzq49kUzutpmxr69CmaEiZ04h4nTo4OrBKI+WbLx4kSNbY/h60B6iT6dzZnMciadzsFQYIrnrer3Sqh2BDs64mlkwPjCIxPw8skq0ivX6iDC6eXozqllLnE3N8bOxZ3JwN44l3CCvrFQ3hr2xKe+064SrmQVu5hYM+24Fn67bVe9vJSAg0HBIxXWd+mq3iUSiu97RAgKPF8Gt9CG5242gvkDkMqWK7/bHCNlLnzFquwtXqqXY6BfSWrGfo3t2omdgiqNrR7x8B1FVVU5pSSahx79BItHD2b0Lji4dKS68VWMMqUyOg3N7UpPP4ODSrsY+jUbDlYsrKSvNQSozwMrGnybNX3ri5ylQP/eKJf5ff5Zru1J/5FeI4e19hmZWiMUSclPjMTTVKk0atZq8tEQcfbSJlfRuJ6GpKCnUJaQpzHp4hdrYwpa89ERKK0v468JyZg5YjHW2hCRger8fOXfzOF/u+p5zCdoFlLjM/pT3GUXXoRrCT+yn5OQ+Dn72Fe3eeZ2iiBjaFfrhMqA99h4+bLgUStbBVegrTRAZSjFSWFKpSkGsasS11HR+3BdCRmER5tamIK67XqrRaNA3kHI9JwMDQwP2etlSplQilogZ4u2Pj7UNl0OPknPmEgG5lZz/bQPZsYkwvgOh2/fTc2RXNDZiZEgwipTxxdCdLIsYQ2NzW5DBykWneWdKZ3JKyymPruTbsfv4I3Y8ciM9nQyeltVxRVYK7S+UV16GjZExMdkZpBQUcCTuerXMt5XtlMJ8zOXaciR3u6EKCAg8GWq/Uzv7FfzzQQICTxmCcvgvGNzCkcEtHHGftpv61m3uFZco8PRSO+tYUZWc5QndcDSTc2paTZ9+PT0jWgdPfaBxy8vycHTpgFRqUKPdv+W/z2oo8Pi51zP7JJ/lqSuXkVtcxIp3Jz+xOe5HfZmX90Sm089Kuy2V6ePq355rZ3ajJzdEYWJJ/KVjVJQV4eavrcdpaGqFgZEZMaH78W3fj9KiPGLPH7znnPfCPaAjJzf9RMTp7Zgix7nCmLT4cwBIxBIsFE0JiblIaaU1RgaQWWjHJ1sj+XaoP636dOf9G+8zT286iadDqcjNJkaeTN82AZgprPhzbQwvKq0oE+UDYGmeCbkSYlJLmD5jLs1dndg15U3K/9yI8h7y+fjaka2REZCey9yhzxObW8A3pw7w9fEzFBaU4xtgj6WRIcqycpqPGYyVtzvr9m/C0UVC+o7f0H93EIb6Bkz+rRtDrZYScz4DzLVjd3+xMUH9PVi7Mwy3tpYc/zqauIhsmnaodsOV3qW0VhtdNbp/+zf2Y6R/YB25rQ2NdH/LpbI6+wUEBB4f9b9T07Czqt+bQkDgaUVQDh+Bf0pjLPDs8E9Zxx6WyooisjMiycqIoHOv+lNWCzw93P0si8Rq5FZadzyRCFr9vKVG3x1je+NgYlhnjGeN+qylSrWawrJqFcm3wwAALh3aQFVFGSbWjrQd+LouZlAskdCy91giQ7ZwbP18TK0dadyuH+d2LX8oWczt3Ajo/jxXT+/kHZNh5CfH4dOmF1eObwMgKq0Qlbq6v4VKSVBxFGu3F9FsnA9u5XZU5OZi4hdAvqgIj3h78uOSkFpVEXTrIuZVRpTrad1O9WXH0NAehdyJkp+rF3kOAa7WlihXL7q9+n+O14oq2HMmGYWHHv17DSR32VpS/9yMbdf2mFQo+bhbMJZpOXyTl8TrQ4JpZF2zJI1zt+7s+SWfrA3JFHurOD88DrVaQ1ZyEekUgxJatNBaQ2ViCXoKbchCflYpD4q3lQ0JeTk4mZo91DWvzYlrcby2ZAOfDevFoSOhxF+JZdybo/hl/wmKi8twS8li+6YFKPS1Fs0KZRVfbznA9nOXKSqrwM/ZjhkjetO2kTZ2tN83v9KnhS/v9OkEwNu/bWLbucss8/ak/9TxlFZU4vveN2yaMoE2Xq4M+24F3g42mMgNWHPiAmKRiOHtmjNjWC/E9Vh0BQSeNup/p2pqvFMFBJ4FBOXwEXgQhWJi+1kNIZrAQ/JPWcceluMHPkZZWYyv/4uYmLk8TlEFngB3P8satYiyHAUGUjGTn/OhR5OaH/w2Rv8biz/1WUWPFLtytNiVMbe3JRIpTTsNoWmnIfccx8Lenc4vTKnRNmDSAt3fVk5eNbYBFCYWura73bDsTdtRrhrDrM6LcQ/oiHtAR1RqFZVV11BpOuiOrxSJsVaV0io1lIg5pxhMMMbtPPDu05OCWBnnIw5yeclapHp66MntCcMeR00GetJ9SMQJaDR9MdSv/7+/2qv/BWVVqFUSfr0QzqdvTSB2+25Sfl/HeKUK5c08qnwaaZPZAPnJqZz56U8yIqNhSACrPzuMaZWMUY0dWWWVQuBqN85MiiOqLJ29sdFIT4AiSKts2RmbcC0rA7WFhuKqCtQPGE/0YkArJm7fyPwThxno649Cpkdifi6nE+OZ2qnHA42xO+wqH6zaxvyXBjGwtT+HjoSSbGJIdGoGGz8cz6ntR5lVXsGKw2eY1LczALO37GfnhSssGD8EV2tzfj14mtE//sGp2e9ja2ZMO283Tsck6JTDs9dvolCpiSoppT9wPi4JqURMC7fqWOutoRG80r0dOz5+javJaby9fDPNXBwY0rbZA52HgEBDUt87taQ4iNLiIN329J7Ta+yvvf3z0LqlLtaOXlunbdcrQrywwJNDUA4fgcetUAg0LHfchR8HPQb88ljGEajmiy9fwtTEgg/f/4GPPx2jL7wHAAAgAElEQVSGq4sPb0385p7933ynKx3a92PMi1Pu2ecOdZ5lY8V/+ixXKJXM3bKRnefOUlRWRhNnFz4ZMYrWjbQLTWdjrvHi/G/588OPmb9tEzEpt/Cyd+CbsS/T1NVNN85fJ4/x485t5BUX075xEzo3bcYX6/4g/rc/6sz5NHg+1FbEUgs0GOn3ZO6+6ZgpLHE0c2VN6M+IxYVUlvdCLNZmBS4W67HKtAWOZnL+muhJ30VNWffcJMRSCWK5Hn/ZHOWtKSsxV1ihvD0HolMYSNZQpfJlpXUXvh3qX0OWHl99CsBrc47o5JlppXUp188o5Zomk1f3b8PR1oy3B73HjIO7eb9DF7wcnChf/zsA616dTrJaj1OubYFyypUGtLS+QmDjjjRtO5gFR45SMkXFTuVVurg04ujOKLhtvBzVrCXfhOyn7DMNX+ceJKD4wRJUeVlas3jgCH47f5pJOzej1qhxMDalo7vXPx8MrDl+nq8272fZxFF08as+Rl+lZs7oAUglEiqsLPDJLuBEdDyT+namtKKSP0LOM/+lQfRopr1H544ZyKnoeFYdDeXjIT1o7+POqpBzVKlUJGXnU1hWTuuiMq6UaK2iZ2ISaOXpgkxaneDN296GjwZpk3d52lmx9kQYJ6PjBeVQ4JngaXinCgg8DgTl8BF5nAqFgIDAgzH9k+VIJI83hqohn+W5Wzay+0Ioc8e/iou1NSsO7mPCj/M5Mvs7bMyq3QW/27qJj4eNxMbUjC83rOGD5Us48OUcRCIRF+Ni+eSPlUwdMoJeLVpy7no087dtvuecj9uV+t9QnxtWccULGMgkfL7jTYrKC2hs14yX269g6TE9KlXVJWOqZa267xx3ftM5e3tTVnUcQ71efNrX/56/dX2r/xXlClKSXEiY00/XduDlt9kensLwn8NIzW/EuIVneTE1jRNtB3PLygniNPhEJ5AkcyQrvRLzWDD7RQ+TS1LeW9KFZo2dCKm6phvPxcycpYNH0Vt/EZ+t74O9sSn2xqaceP39GrLU19bY2pbv+9a07mo0Gs4v20LE2j14pGYitzDl+NCbdPp4AsfnrCTtSgxXLl/nD30ZXzjYE+xZ08PBsrQcqaRacTOqrCKnsASAm1m5KFUqUuasYmH0FxhaW+A7qAuBbk5cT9Nmbm5qYUZ5eSWftB1Dga05Tfy98ErMZE+pVjk8HXOT7v6Naszp61TTSm9nZkx2UXE9v5KAwNPH0/BOFRB4HAjK4ROgbjF1wZooIPA4MTY2b2gRHhulFRWsDTnMty+9QrdmzQGYPWYCZ6Kv8efRQ0weMlzX98NBQ2nXWFuQftKAwYycO5v0vDzsLSxYdfggHZs0ZWKf/gB42Nlz+WYCG06E1Dvv0+D5UH/CHxk5xaO5MH1djVZXyxS+269Hav6GOrJGfF6k69farWONbdCeq4GeA7N3mXLww0+RyxT3lOlBV/9rWz0zVBJK9QzwT75KkdwIo/ISGrnGkJ5gz3dT4nFslMdrczsye9Se+16Tx8WJeauIWLObLtNfw6mtP2U5BWRcjQNAJjfAwsMJF0MF0akZbL8aS+Of1tNx6jjd8ZJabq0i0Lm63roQBUCTod1o07U1hSlZHPzsJzIDPDH1cdPO/+lPOKiVmL4+hNzCYmwjYjGLSyHb3pz4jBwibqYwfXivGnPcrYxq5xShUQvp+gWeDZ6Gd6qAwONAUA4fM/Vlq/pkaySA8IIQEHhAyitK+WXJp5w8vQsDfQWDBrxaY39tt9L8/GwWLZ7CxUvHMTW1ZPSoD/9zmdVqDRo0NerTPQiJWRkoVSpaelVbUSRiMS08vIhNq1kWorFTtXXH1lSrIOcUFWJvYUF8eirdA1rU6B/g7nlP5RAa3vPhYdyw/q2sZcpSUvOTWHFyPkMDx91XMYQHX/2vY/UUidjTojddrh7npePryVeYcrx1B/qL99Fv5iSaDO4JwPbcN3WH7Kt4t8789bU9LJUlZYSt2EbXz9/A/3ltwXtzNwfOiU14Z84RUvNNEZWk0dbSiL+nD2XgrJ+Zdy6CYI2m3tqVtUlbuxepuZwCbxfMXB0wc3Wgw8cT+H7NDsZ1sSY3/hYJIRfoNnUMkcWl3MjI4cd3XiB01Cd4yQ1YtPtYnXhDAYH/BRr6nSog8DgQlMPHzP/XemkCAo+TFSu/IvzScT6bthxLSzvWrV/Alatn6dCuLwCXpb5kFOgjPnScHWERlJYVYVpqwOxZ61EYKFi6YhY3sCcuXs3vXy/EzdqS17t1pK2XO2q1hqELlzA6uC0j2rbUzZmUncsLi5fz+xvj8La3pbi8gp8PHOV49A0qqpT42NvyTq+u+DraA7A7PJKFew7x5YiB/HLwGEnZOayaOB4PW+t6z+me3DaM1PdRXrvtbsvKnV1qjTaNp9ao888f9k8T/4Ub1qpTP7D85Hc0d27H650+/sf+D7r6X5/VM9nKiT87v1ijbfuo95k6uFudvk+SnNgkVBVKXDs0r5bjroVLz6QbZKszyI6LZ/MvGxisL2NDgAdT//yb78YO0h3zzqRRuLk1ouxWDumlR1GfOMHinwtRRl4nwN2eL+fPZVnmVSooRS2Woq+wpbvjSHJvJCMSi/G0lXJi0XQqPHqxYtkx4hyjkd/IZ3tRLs3tjHj11f6kpCbRonkQatPmNc5h9+5NRG79noqiHEadWcngwWMYOWKCkLlUQEBA4AkjKIePmYaolyYg8L9EWVkJ+w+u54N3F9AysAsAH7y3kJdeblmj381yPTqIRczs35FP575Hrmc/0tXG9PRsgsRvBBWXQulvJ2L00AmciY3no3VbWP76SzSys6GHvy8HLkfVUA4PREbhZm2Jt70tGo2GqWs3Y2igz3cvDsNEbsCeiCu8u3oj6ye9ipWxtn5cZVUVq4+f4aMBvTBTKLA0vn+Ji7tdzhWVabhbSHG1sUVPKuVC7HVcrLWFylVqNeHxNxjYJui+492Np70Dl2/G12irvf208V+4Yb3Z5VPe7PLpQ8v1TzLcy+p5N/9lvNHd95ZfRR5dau2/s3Bpm53Oc6f3s7JTS246WrG/WTe+9gDVgj/Za2/FR3/u0NVQBDhw8G+6+HXCyqANOZ5m/LXpd1rpOfBx31H8lnyRy6ZmFIgUeJoa4JpzmZWr5vLBQG1MpK+DNobQJu8q7321gH1vzOGEOhnLW8cRVVrx0SffIJZImPH52xQbFIK7OwA7dqxn+YqFOAb2QSm35O1OTZg77xOkUinDh41DQOBJMmbTTAb5dmRE0+4NLYqAQIMgKIePGSFblYDAo5GWfpOqqkoaN65W3ORyQ9xcG9foZypV8Vq3jpw5uw+DwjiauLlwIT4RX0d7TsYm4px/HgfFIBwtzBjeNpAL8Tf5+8IlpvTvRe9mfqw/fZ5bOXk4WWrdMw9GRtGvhTYr4sWEJGLTM9n90Tvoy7SJb17v1pFTMXHsj7jK6OC2AKg0Gj7o24PGDnb/eF61Xc5LK1VEp5dxICqbFzt3Y97WvzA3NsbZyoqVB/eTXVjAmC4PVooAYHz3noycO5tl+3fTs3lLzl2P4UD4hQc+vqF4Vt2w6rN6ysQijAyk5JcqH1nR/XDrn+SWFLNq7Jv/2Lf2vRUjNiRYLGHHhhDGfTIaqF6gtM9Ko1huRLmDduEhFihMScKsrIKwedrUqVc2HeTwpiPEOujj5ubFwKBBGO75hfcOruG9D8ZQeOUWhQkprF7wXQ05EhPjeHFMDzTjDdCo1ZQmpwPw7Wdf42Hlhiyjgs6t2vJ3xG7mzFiJj09TAPr0HsbRkL1886I2XnbV6sW89eY0evceqhs7ZXQS27atEZRDgSfO4gGTMZDqN7QYAgINhqAcPmaEbFUCAo+G5gHru5lJtc+Y5rZfppWRIXklpVxPy0ADJNv35rdYNau+XghApUpFS3dtzJ6XnQ2eNtYciIzi5S4duHorlZTcfHr5+wIQnZZOuVJJv3mLa8xZWVVFSp69blsiFtPIzuaB5K3P5Vyl1vDd/hiOTH4egI9+/42islKaOLvy+3tTamQq/ScCPRvxzUsv8+OObSz8eysdfP14o3d/vt9+74yl/6vcSD/H0oPjmDXiNIYG9ScvepA+9+NJWz1n9h3+wM9C7XtLKdMjwicA9cpNRHpa49y2KX4V+ZCUTL6JGUZlxXjfjCHdyo5m+WlEXz13z7G9PGsuylhZ2aJyqyD67xCKDKs4mx9JQnIchUUFaFRaGSoMNLh1bsWF37YCYKqSs3fyAqQGeij0tVZ3T8/q/xMtzK3Iy8sBIC8vh4zMVObN/4z5C2bo+qhUVTzg5RAQeCTMDIwbWgQBgQZFUA4fM0K2KgGBh6dGhl9jEeYSKdExYdjbuQJQXl5KYmIM9nZuumPEt8PrXJwaoVarKSzKQyRToNZoEAHGMRvo3+clBg0YrztGX1b9yuvVrAm7wi/zcpcOHLgcRYCrE3ZmpoA2fs/CyJBfJtSMHwMw1NfT/a0nkTxwApraruUao7a6dn2ZjM9HjeHzUWPqO5QgH986tQqdrKzrtI0M7szI4M667a82rsXVpmZ5gP9FfjnwEnZmjRjaZsY/d76Nm3VzPh9+HIX+gyvgtXmSVk8Tgwf3NqkvbOFMQDsq9fSxXrSeg+nZ9DAx5oKDF1ca+RPeuAUdL55AqlJh1qop7T4cy6HpdYtvA0ikNT8TRIiQm5vQ99f3efvLl7EuU9C00hobB1/sOzfjh92LUFYp6fP9h6S8+wncgv0fLqDre+Mpzcmn/PZzK5XeVYpGJEKji53V/jt1ymz8m9Z0JRd4etBoNPx15TC7r58ip7QQB2MrnvfvQQ/P1gBklxbw24XtnE+5RmWVEkcTG95sM4Tm9t4A7Io5xaYrh8ksycPG0Jzn/XvQ17u9bvyeq97l/XbPE5Yaw/mUKMwMjBnXoq9ufICEvFSWnNvK1cwE9CUygpyb8nbbYRjqaZ+deSfWUFhRQlNbD7ZeDaFCpWSATzAvt+zPmkv72BlzEhEihvp1YZR/T924td1KSyrLWB62g9NJkRRVlGJnbMlLzfvQxT3wiV9nAYGGQFAOnwDPqpuUgEBDUCfDb5EGkVkwv/z2JaYmltqENBsWUFFVxZ7INH6athsnTRUFEq1S5uTkRcvAroRHh+Hs0QyDqgI0gERuhqmeSOc2Wpte/k349fBxriSncvhqNK9366jb521vS25xCSKRCEeLf6883M1/4XK+bP9ugn2bojAw4FTUVdYdO8KUISMey9hzJ8zA0cuFMZ+99q+Oz07J5KPeE5mxYR7ufg9WoP1JIpXoYSJ/yORB/yF3u5WG3rzBN/u3E5OZikQkxtPalu8Gj8bH1gG4x70lEpHePpjXpn2ua9oenkLC/hjONm9PUpfuNRYum4/tf9ciTSUO4ybhHPMT7kDTET1pOqJnzfGdTSjXVLLg70M4ODgDEHJsH+zW7ja0NqfjR+P56939jNv3C2ZmFjR7oTdHj+6B0I33PG8LC2usre1ISUmiT+9hj3YRBZ4Yv4fv5sTNS0xqOwInU1uuZSWw8PQGjPUUNLPzYvLeRZjJjZjZ9VWsFKbE5VXXKD2ZGMHis5uY2GYorRwacyH1GovO/IW53Jh2zv66fmsi9vFKy4G80nIA+2LP8P2pdfjbemJrZEF5VSWfHFyCj6ULi/tPprCihIWnNzD/1Dq+6PqKbozIjBtYKcyY3/tdbuTeYs7xP4j7P/bOOzyKqovD75bspvfeG6RASIGQQOi9dxSRjgWsNBWlKAiKCB+gFEVABUV6B+m9Q0gglAApkJDee93d74/FDZsEAUGKzPs8PM/OnTt37h1mN3PmnPM72XfwtHBkXucxRKTc4LvT6wiy86KupXatT1AbwZ/t/4HCsmImhA3E0cSaxLx0yhUV/+4FFhB4hgjGoYCAwDOltnDLJKt+6GatYcbXI5HL9agT1I88mQfl5ZWoUNdbS8srZUtEEr0CHRj34Xze+u5/REdfYOnpxdQPGsZ1RTtiC1QkZeeSX1JCxK1E7M1MaeWrfnNtbWKEv4sj3+7YS1FpGa19q8Lcgt1d8HN2ZOKaTbzTvhUuluZkFxZxOiaeRu4uBLg4PfI6n0bIedSteH7a8ycFJSU4WVryUZ/+DG/b8YmN/ziY21ow79ByDE2Nn+i4a058SlzaOeLSznHyuro24qtN1SVOknOi2RUxn9TcG9iYeNAvdBqOFvWAmmGlJeUFbD77JdeTT1BWUYixvjXNvAfRwufZ5rhVKhSM/P1HBjRswoL+Q6lUKLicnIhYVOWxfth76+9eXNZWhqkiowjLjKJa+9tY2yOTydi46Vf69BnC7Vsx/LTsf4+7XABGDP+QefO/wNDQmCZNWqGorOT6jctkZKQxZPA7T+QcAv+ckooyNl45xKwO7+Bn4wGAnZEF0Rm32Rp9jKySPHJK8vmu61hMdNVhxPbGVS9i1l85SDuPYHr5tADA0cSaG5mJrI06oGUctvMI1ngKhwV2ZfPVI0SlxWJjaM7BuPOUVJTxSYvB6OvoAjC2yQAm7PmepPwMHO6ez0BHj/dD+yMRi3E2tWHDlYNkleTzdcMemnOvjdrPxdSbtRqHF1Kucy39Fj/1+hQXU9u7a7V8otdTQOB5QzAOBQQEnim1hcSpxHJirYYSv3wdAGGzDpLk1Eizv0zXiQqlrqZEjJmZFf4NmpNXXMy3ry+iUqHg16On2H3xCgMXLsNYTw8fB1uC3LT/+HdqUI+vt+2mpU9djPR0Ne0ikYg5r/flp4PH+WbbbnKKijE3NMDPyYFO/vX+0TqfRsj592+/98TGetKIJRJMLB89t+9B9Az+jIyCW1gbu9M5UK2SmZYbA8CuiHl0DRqPsZ4VW859xerjH/NRjx21lg3ZHbmA1NybjGyzBENdC7ILkygqy37i831UCstKyS8toZ2XH67m6gdeTyttAaQncW/V9pJGqVIRkZBba38zMwsmfTaXH5d+y6bNq/Dw8OaD9yYxbsKwR1hd7fToPgA9PX1Wr17Kj0tnI5fp4uZWl759hjz22AKPT0JeKuWKCj7bt0SrXaFUYGNoQUzWHdzM7TWGYXUSc9Po5KmtxFzfxp3TiZe12tzMqu5fiViCia4huaUF6jnkpuJuZq8xDAF8rd0Qi0Tczk3VGIfOprZaof9mekYYyrSjNcz0jMgtLax1rjFZdzDXN9YYhgICLwOCcSggIPBMeZhwy+oGZGa5WvI+/572yb27aD5LJRJGtm7GyNbN/vbc3YIa0C2oQa37DORyxnRuy5jOtcuZdw30o4WrFSsmt6HH6CVYOtzfA7hr2VjMbFzp1f3DFzrkXKlQsHrWck5uOwxAi77t6Dd2MGKxmMqKCjZ//wendx6lqKAIe3dH+rw/kPphgUDNsNLoc5eZPWIqE376go3f/U7SzdvYuTsx7PNRuPh6aM55bPMBti5eS2FuPj4hDfBrFshvM39iRZRa7ERPZoRErIOOVFcTJpqeFw9Ap4AP8LRV53a2b/AOi/a8Tl5xGqYGNR/0coqSsTf3wdlSfT+YGz4f/0+m+gb0Dwxh8MpFhLl7EeZel671g7A30Ta0HzedobaXNJl+Y2pUzpw8aY7mc7u23WjXtpvW/hPH4jWfgwJDtbYBWrfuUqOtd6/X6d3rda229u160L5dj0dZgsBTQnlXGWh627ewNtC+D6ViCWui9j1wjFrez9Qo0yqtls8tQqQRaVJRe23Y6mNLxRLtfYiQiCRUR3kftaO/BM8EBF4mhGqyAgICz5SPOnqhp6P9x7p6SNz98vKedYkYAxMrBnyyAXNbdQ5dSlwkKya3obQo75nM5+aF3ayc3uXBHf8hp3YeRaVUMum3rxkydRRHNuxj36odAKyYvJDr4Vd465uxTN84j7AerVnw3tckXI//2zE3LviNfmMG8fnaORiaGrF04nzNA2BM5HV++XwxbQZ04ov1/yOgVTBbFt8/X606dqZ1NZ+N9dSqsoWlWbX2bVJ3ABdv7Wbujl5sD59NbNr9FTyfNnP7DGbrWxNo7OLJvugoWs6fzpGbV5/oOZ7X75jA88GWiCTCZh3EbeJO3lhxHYlIQlphNg7GVlr/bAzNqWPhRHx2Mnn38cY5mdpwOU27BuvltDhcTB7eO+diaktsdhLFFaWatqvp8ShVKpwfYZwHUcfCiezifG7npj6xMQUEnncE41BAQOCZ0ivQga/7+OFgqocIcDDV4+s+flpekIcxIJ8FYrEEfSNzxJKab6L/i5hamTHw0zewc3ekcacwOg3ryd6V20hPTOXMn8cZPWcCXo3qYe1kS9uBXWjQPIgj6/f+7Zi933sNn8Z+2Lk70mNUf1Lik8hJUxtw+1fvxL6eLrq+u7B1tadlv/YEtQl56PlKxFWKmH95Ge7nCfBxaMHkPgdo5TucotIclh8czZqTnz30uZ4E9z6A74pKIS2/6sHX186Rd1q0Z93IMTRxq8OGiDNP9NzP63dM4NnzVz5qUm4JKiApp5KcbFcWnt7E7punSMrPICbrDtujj7Pz+glauzXEVM+Qzw8uIyotlpSCLE4mRBGZcgOAV+q1ZX/sObZeO8qd/HS2XDvCwbjzvOL38EXn27g3QlcqY/ax34jPSeZSagzzT62lmYu/JqT0SRBoVxdvKxemH1rOuaRrpBRkEZ4czYnbl57YOQQEnjeEsFIBAYFnzoNC4p5miZjEG2c4tGY6gyZtQyyRkJd5h43zh+DduDtNe4wF4Py+5WTeiSas13jWzx1Ij9FLkOub8OeKcQCs/ro3AJ6BHWnR9xNArXp3fu8yrp/fgUgkxjOgPcEd30Z0N3SqrKSAMzsXkRB9EkVlOdbO9Qnt+i5mNuoQ2psXdnNqx3cMmbpLM9eUuEj+XDGOgZ9uJictnmObZgOwYnIbAAJaDyGo7bAnc12uXsXYwkQrlMvD34vNC//g5oVrqFQqJvf8UOuYyooKvBv7VR9KC8e6LprPplbmABRk52Fua0lqfBL+zTvQrKH6eu49NhCRmVoM4t7yJ209CvCuyH/sNRromtHQvScN3Xvi7dCc349NoF/IF0glsgcf/JhUF4QpLlcQnVrK8uNXSC+Oob23H7bGpiRkZ3ItNYnBjZs/YMRHQyjDJHA/astHTUvzQFeiz/rLB/nu1Dr0dXTxMHfkFb+26OnImdvpA348t4Up+5dSqazE0cSa0cF9AAhzacC7If3YcOUgS85uwsbQnA+avKIlRvMgdKUyZnV4h8VnN/HejrnIJFKaOPnxbsiTVbgVi8R81W4US89v5ZujKymuKMPubikLAYH/KoJxKPDSUllZoV1rS+C55mmViLF1aYCispzM5OtYO/mSGh+Jrr4JKXGRmj6p8ZE41tX2YBmYWNHmtS84+McX9P5gBXI9Y6Q6VUZF7MUD1GvSh25vfU9WSixH1s/Awr4uHv7qt+XHNn5DXmYi7V7/EpmeEeH7l7P314n0HbsSqY78gfO2dq5HSJd3Cd+3nH7jfgNAR/b0QgJFIhFT1sxGItX2Psnkf29Y3VtH7y/D86/8H5VKhVQiRyarqXB6ryGVXWzC9eRI1pwJp7u/u6ZW3qOwO/I7HM19sTH1RKlSEJWwD3Mjp6diGELtD+AKpYqfjt2mgUs6o9csJ6e4CEtDI3r5BzO6efv7jPTPEcowCdRGbfmoICIh2Z4jH9Re2sbKwIzJrYbfd8zu3s3o7n3/nPB9w76r0fZb/y+0tt3M7Pm24/1FuD5uXrNu7Ix2b9do+77b+L89j6Fcn3FhrzEu7LX7nktA4L+EYBwKvBDsO7KOdVsW8cOcA0gkVbftgqUfU1Zewsfvfc/5yMOs37aYO8mxmJpa0axxF/r3GK0xAN/9pCMtm/YkMzuFsxcO0MA3lIKiPBzt3Bn5+iTNmMUlhbw1vjXvj/yakIbtnvpaBZ4tOnI9LOzrkBIXibWTLynxF/EJ7cWlo39QXJCFTG5AZtJ1gjtqP2SIxRLkemojRs/ADF0DE639ptYuBLVTPyyZWDpx4/xOUuIi8PBvS17mHRKiT9Jl5Dxs3fwBaNnvU9Z++xqxF/fj1ajrA+ctkeog0zUAEegbmT+JS6HlnWtZWklFZiEqlUpjxMVeuoGptTke/l6oVCryMnPweYCn8FGwc3fkwontGAftRy4zIy3rDDcjHQELPmv4LnMjPie3zIIbWa0I1l3DmejhnL9RoSll8ShIJTL+jJxPdmESUokcF8sGjGi9+Imt5UFUfwAXK9TCOGl5KpYO/Ge1JQUEngRPo0argIDA84NgHAq8EDRp1JGf/5hF1LXTBNRXv20sLSvmfORh3hnxJZGXT/D9sokMG/AJPnUbkZmdwk+rvqSispwhr0zQjLNz30r6dH2LWZPXoEJF7K0rLP99JkNe+Qidu16eE2d3oSvXp6F/y2eyVoFnj51bAKnxkfi3HEjqrYvUa9qHlLgIUuIi0TUwQSyWYuXoTVF+5kOPaW7jrrWtb2RBSVEOAHkZtxGJxFg7V5XJkOkaYmbjRm767SezqEekepijUqWirLSScZ1GUJl8CSUyKnQc6f3+QGxd7Qnp3IyF789EqkiloigbC2dXPBq3wq9lUxq2q5KtXzttGklXLiCSmQC25GdmYmSmNqrXz5wBwLmt21gyYi3FxSqKcSBqp4o+wz/h4r44sq+LAQXfhM+gqEItlV9YbsWh+PcRAfGz1IZ0sEdvrfWYGzowZ/A1zbanbWOt7XZ+o2jnN+pJX8aHRngAF3heeRo1WgUEBJ4fBEEagRcCQwMTAv2ac+z0Tk3b2QsHEEskNPRvxeadS+necRitm/XG1tqJ+t6Neb3fGPYdWadRPgTwqduInp1HYGvjjJ2NCyFB7RCLxZyNOKDpc+j4Flo06S6EnL7E2Lr5k5ZwmZz0W1SUlWBhXxdbtwBS4iNJib+ItXM9xJJHe7dWQ7RGJIJ7ZNnvy185fiJxjY5KZeUjzeFRqC3MUVyRTXpBKQp9L6BW5z8AACAASURBVJS6LogqMhFXqA1kUckt9ORliI3cqND1IivXgOMbd1F5ty5Zfpa6n5WzC59t3Ur/SWpv/YqxY1EqtcNA0xMSGPv774xeNAcdZRJX9xQz49UpJF8UEdjdGqVEQmGFMapqf8JeZENKEIQReF55GNEwAQGB/w6C51DghaF5aDcWr5hMWVkJcrkex8/sJLRhe2Q6cuJuXyMm/jJbd6/Q9FepVJSXl5Kbl4mZqVq9zMNVu4C5jo6M5qHdOHR8M2GNO3MnOZaY+CjeGf7lU12bwLPl3vBJe1M9JrR1QVFZQdSxtdi41EcslmDn5s+Jrf9D18C0Rr7hX4jv5s+pVIpa998PUysXVCol6QlXNGGl5aVF5KTFUzeoEwC6BiZUVpRSXlqkDh8FslNitM8v0UGlfPR8u9qoHuZYLC9BrirmZPPXif9GXdtu5/ffc2DFcgI7diB8x3a+On4cC4eqB8ZFb75JzOkjhHRrT9T+3dT302XkHLV30M7Tk6D2zRjr78/tS5dwCwhAV08HK8MURi9ch0Qqxc7TE88mBuSnJvDljgvsPTaQK9sqMLGzRk9H8p/yZAiCMALPM0I+qoDAy4NgHAo8t1R/YB/XzhOJRMK5yEP4+YQQde0Mk8b+CIBSpaRfj9E0adihxjjGRlVFeuXymp6Fts37MuGLvmRmpXDw2CbqevjjaO9Ro5/Af5Pq4ZNJuSV8tu0mE01diL24j0Yd1PleVk71KMpLpyAnpUa+4V8YmtqASETi9TM4eTdBKpWjU8s9Vx0TS0ecfcI4sW0eYT3HIdM1JHz/cmRyfdzvCtZYO/oglelyft8y6jftR3ZqLNfObNM+v5kNispykmLOY2FXB6mOHKlM9x9dl9rCHPMsXLE309dsuwcFsXXuXGLOnUOlUvFFe22RlIrycrybNAHgdlQUN86e5X1f3xrnyrh9G7eAAEBtNG6PStN89zvd0UEnV0VaQgoxRyu5eiCL/mOG0drP7z9nSN3vAdyipxs/f7yIHmH/Xg1LAQEBAQEBEIxDgeeU2h7YJ2+9Ti/XMI6f2UlBYQ6mxhb41m0EgLuzD0kp8djaOD/yuZwcPKnj7sf+Yxs4dnoHA3p/UKNP/3UD8DT3RE9Hl3WXNyARS/gg5D0GNRjI9CMz2BK9FUOZER+Hjaevr1qu+1pGNNOPzOBc0nl0pbq092jHtNZTMZar86vG7p5ATkkOzV2aseTcj5RWltDBswMz20xHT0dtUKhUKn44/yO/XfqDtMI0XE1deSf4bfr4qvOpXl0/kDrmnsxoO10z14KyAoJ+bMx3nefRuU6nR74eLxu1hU+WVCi4UGiLvzIOOze10SLVkWHl6Etm0nWsHL1rHcvA2IqgNsMI37ec41vm4BnQQVPK4kE07/MxZ3YuYv9vkzWlLDoMnaVRKpXrG9Oy/yTO7f6Rm+F/IlVaY2XVmEK2sfXj5YjRxb2ZL17B3Tm8bgZlxflYGDelLM4WRYUCqzr2NBrUGlNHdSmIDe8vodHrrXENVa9lz5d/kJOYwStL3kMsETO+sT3Fv+zkGxsPCiTqEGuJWHRf75xIJOKzbdu01EcBdHTVxqlKqcSvdWtNOOm9GFtaaj5nFCv48Z7vfmWRlLIiJyb1+hBDCyWNX7Gh/eBuiESiF94YFBAQEBAQeN4QjEOB55L7PbCfzquDbeoS0jOTCAvpgvhujbi+3UfxzffvYWVhR5PgjkjEEhKTYoiJv8yg/uMeeL62zfvy029fIpFIadq4doNqS/RW3gwayfaBm9kbu58vDk/n8K0jtHJtyY6B29hwdSMf7/uUMOcwTOTGDN40DH/bBmwfuIXc0lw+2fcpE/Z8wtIeSzRjnk06h7WBFX/0+43kgmTe2fke7mZuvNf4HQBmn5jDrpt/MqPNdDzM3QlPvsAn+z7FRNeEtu5teM1vAJMPTGVKy0nIpWojYuv17RjoGNDO/eELCr/M1C7TDttKmrBg1gytti5vzNPaNjKzZcSMg1ptAa0HE9B68N8eB9QwGuV6RrToN/Fv5+riE4aLTxgAe79aS87ldBp2+BK3pj7kJGRwfMlOmr7dmbCeYzk8bwv5qdm0HNMBmYGcyA3HOThnIz1mj0Aq08HGy5G0a4m4hnpTWVZBVnwaOro6ZMWnYuVpj+JOOjk6Mo1hKJWIcCpNpmeAvWY+cRERmNrY4BEUpFYrTU/Hu2nTWufuXL8+4Tt3Yu7ggFTn/vm8cRmFWt99mWs+yugMLvVdwpyO+8nOvUxRcRJSqT5ymSki0X83db68ohyZztMppSEgICAgIACCII3Ac8r9HthvldpjbmrNneRYWoR207QH1A9j4geLuHL9HJ/NHMhnMwey5c/lWFrYPtT5mgZ3QirRoUmjjujdzeeqTl2LOoxrOgY3MzfeavgG5nrmSMVSRgYNx83MlTGhH6BSqQhPDmfztS0UVxSzoPP/8LHypolTKN+0/5o/Y3YTn3NLM6ahzJCv2s2gjoUnLV1b0LVOF04knASguKKYn8KXM7v9LFq7tcTZxInePj0Z6DeAXyNXAdDZsyNikZjdMXs1Y669vI6+vr3RkQiCOg/D/URM/om4yS9t1rLr/QMP7viEMLG3wL9vGMZ25riEeGHj40Tq1QTyU3O4ExFLyPAO2Hg7YuZkRdjbXagoKSf+pFqh08bHidRriQBk3EzC0MoEB3930q4lsiUiifCTN4jVqboGSpWK0uxM1k6bRmpsLOG7drH3xx9pN3IkNu7uhPTqxS8ffUT4rl1kJCRw69Il9i5dyoXduwFoPWQIJQUF/PTee8RFRJCRkMDV48dZ9emnlBYWas5TWll7zmRybgn16ryJWCxj28GOrP8zmKLi5H/r0j4U+8MP4/xqfSoVamGg2OR4LHq6MX7JZE2fGau+pc9Udb21k1fO0H5CL+z7eeE9pBGTln1JeUW5pm+PSQMYv2QyU3+eSd3BDek8sX+t512w8QfqDAri/PWIf3F1AgICAgIvI4LnUOC55L6y7mb6LJq4p9Zj/Os1xb9e7V4LgEXf1H4cQFFJAeUVZbRp1ue+fXwsq0IJRSIRlvoWeFtWhdjpSHQw0TUmsziLW7m38bbywlBmqNnf0D4IsUjMzeybuJm5AlDHwhOpuOpraGNoQ0Squtj6jayblCnKGLxpmKauHEClshJHY3U4nVwqp49vb9ZeWUdP7+7cyLpJZOpF5nb89r7rENDmeZNpn+/+E43fDaDp+OAH9jV1ttLa1jc1pDS/mLzkLEQiEVaedpp9Mn05po6W5CVlA2Dj7cTZXw9QnFNI2rU72Po4YeFuy63T0Xx7pYiBpUXsNa4aX6mEDPcQlEolX/fqhUgkotmrr9Ju5EgAhn77LbsWLmTj11+Tk5qKgYkJrgEBeN3NOTS1seHjDRvYPHs23w0dSkVZGeYODvg2b45UVuUd05Vqv7OMzm6ATXkE9qZ6GBu60bnlhke8ov8eob7BlFWUERETRbBXICcun8bC2JzjUac0fU5cPkO7hq1Izkrl1WnDeaVVbxZ+OIdbqbcZs3AiYrGIL0dUGZPrD29haMcB7PhaW2kZ1GHmn//yFZuO7WD7V2vwdq771NYqICAgIPByIBiHAs8lT+uBvbKygty8TP7Y/B1uzt541wm8b997jTg1InTEOtVaRKhUSlSoECGiNu5tr+145V/lDVRqD8rPvZZhb2Sv1U/nnjIKr9V/lQ6rOpOUn8Say2tpaBdEXYs6mv2ztyzEwdyO11v0ve/aXmZeZJVIsaRa8IdIBEr+tjbGX+8ZTBws0DXRJ+1aImnRiXh3DMLCzZZzqw5SYSzGRFlJnLxKfOZ82zGIgA3TuzJw+vQa40p1dOgxdiw9xo6977lt3NwYtWTJffcPnzsXs4gkIu/57sf6dSU5qAdfP4dKpIZ6BjRwr8fxqFNq4zDqDG90HcKCjUtIzU7H2MCIiJhLfDFsIit2rcLGzJpvR32JWCzGy8mTKUM+YfziSXz6+nj07woXudg4ahmLf6FQKnn/u485G32eXV+vx9nG8ZHnu2PKOEzsHWk+ehxfBzgzeucJTB2cHvs6CAgICAj8dxCMQ4Hnkqf1wH49JpJpc0ZgZ+PC2LfnaNqrK6XKrMvwsnj4ceuae7Lu8noKyws13sPw5AsoVUo8zT0faow6FnWQS2TcyU8izPn+HlEvy7oE2gawOmoNm69t4eOwCQ8/UQHgycq0KyuV/DnmIJdWXQUgcKQf7We1QCQW1eoV/KXNWqzrWdLl+7b80mYtebfz2ffxUfZ9fBSAzxXjNX3vvS9H5ebiKtejcS1zMHGwQKVSkRGTgo232ogoLykj904mHi3qa/rZeDmSdDGOrPg0bLyd0DXWR26kR4fyPDIlOpp8w794GnUEXzRjPcwvlBNRpxnb7x1OXDnDW92HcezSSU5cPo25sRk6EilBdfxZtGUZjbwDNXnSAKG+jSivLCc+5Rb1XH0A8Pfwq/U8U3/+CqlEwt5vN2NlallrH4EXl4PL38HExp2G3f6d3+/LB5eReOUQnd///V8ZX0BA4L+DYBwKPLc8jbpK9byDWbcsSqutNqVUlagIO4Oihx63t08v5p6az5g/xzO+6VjyyvKYuP8zOnt20oSUPghDmSFvNXqTGUe/QoWKEIfGFFcUcyElArFIxOsNBmr6vuY3gM8OTEYqltLdqyoXc/mB1VxPjuV6ciwHLx8H4JtBU8gqzGH9yW0kZiWjL9MlpE4Q/Zp0R/qIhd0FahK1+hr+Q+sx8sRrpF3KZPvbezGyM6DJ2EYPPPbVDT34IXAlAcPrEzwqQGtf9fuyvFLBqbgs5BFJNb4nxrZmOAZ5cObnfYSOaI+OvlqQRkdPhmuTqvBoGx8nzq06iLGdObrGai+hjZcj3ievEWFgojXm0wy1fZFqqjWrH8qKXauITrhJYUkRAR5+hNUP5XjUKSyMzQn2DkJHqoNK9XDRBPq6tRvgrQKasenYNvaFH2Zg237/yloEBAQEBASEJ0EBgWrUppSqVKmISMh96DH0dPT4rc+vTDv8Jd1X90JXKqe9R3umtZ76SHP5qOl4rPQtWXr+JyYdmIKhzJB6Vj6MCtaus9fDqxufH5pG17pdtPIcX2vWm7TcDGzNrOkb2lW9FqWS+TuW0qRuQ0a0GUhGfia/HFqLSCTm1bCejzQ/gZoY2hnSeUEbdV6qtwVZN3M4NS/8oYxDPXM9RBIxciMZhrbawki13ZeVCiXf7rleqyHV5M1OhP92iMPztmhKWbSZ0BeprMobaOPjhEqpwsanKrTQxteJuBNXCW3mzemEshfCe/c0qR5V8H4rJ8oqyvl+84+E+jRCIpEQVj+UcYs/w9LEgnYNWwHg5eTJ1hO7UCqVGu/h6avnkUlluNq5PPC87Ru2oluTjoyY/S4ikYjX2ghh4gICAgICTx7BOBQQqEZtSqmS3DGUVms7MLSmwM2FUec0n32svFnT//4hPPM6zanRNq7pGMY1HaPZFolEDA8cxvDAYX8757yyfEorSxlQ/xWtdn25HlKJBLlUhom+ur7iptM7MdU3ZlDLfohFYuzNbejbpBurDq+jV+POyAXp/MfCMcROS0DIMdSOQ1NPUJZf9ljjVr8vl1uqDQrR3faJx4bgElKH0f5TAPj8wlu4hNZh9NtTNPtvZkUz2nGKZgwTewsGrRyvNa5H8/p4NFeHntaulfnyUltUwbSdsTjZ1mH94S1MHfIxAMHeQSRlJnM7LZEvhqnLk4zoMpgft//MRz9M4a3uw7mdlsCXK7/hja6DNfmGD6JjcFtWfLxIbSACAx7RQOz25f80nz+NTHikYwX+fVRKBRd2zuNW5J8AuDfsjn+HdxGJxWyf25s6If3wbva6pn/1UNQ7Vw5z+dAyCrMSkejIMbHxoOmrM9E1NNcck3BpH5f2/0hZUQ427o0I7vUpcgPTp7tQAQGB5xqhlIWAQDWeZGmDf5sKRQVJ+Ul8fWwW9azrEezwYO9USk4a7rYuiO+pD1fHzo1KpYL0vMx/c7ovPSKxiGoClCgrai/dUJ2/7j9Tq3N4B39Wo31SyHcM9X1wTU+Bf8796q/mqVxRKBWE1Q8FQFcmp5FXIHIdGUF1/AGwt7Bl7ec/cynuCq3GdOWD7z6mT/MeTB780SPNoWNwW5Z/tJDxSyax5uDGJ7MwgeeC2xf3olIpaffWUhr1+Ji481u5cWrtQx1bUpDFqfVTcA3sQucP1tB65BJc/Dtr9SnOTSHh8n6aDZxFy6HzyUm5waX9P/wbSxEQEHiBETyHAgLVeN5KG/wd55PDeWX9a7iZurKk26KHOkYF9899qr1Z4G+4N8ywR0IudvF56vyyuxfzzpkUjOwNkRvLMbDSozClKne1srSSzOhsbAOsNW0SmQSloqbc6F/35b3ce18ayYS3/08CRVk54V8tJX7rIcoLCjH39aTRlFHYNPajyx/LuOZch+P11DJAfY/vpMGtaOb0HUXW1sVUlpSyyq0DHdf9j20z17C731jCpy5CZmzIjd93IBKL+apfRxqt34RIXPPd7LaZa2qdU9bWeK3tTo3bkbQ++skvXuCZomtkQVDXcYhEIoytXCnISuT6yT/wCnvtgceWFGSiVFTiVK81BqbqEjamNh5afZRKBY37TEGmq0498GjUk/iIHU9+IQICAi80gnEoIFCNF0ktsYlTKInj4mu032uwhNjnUaqoykO0N7PhXGwkSpVS4z28mRKPVCzByvi/r4J4NDyGju8sInHPl1iaGj74gL+hephhWaWCwrQyFg/awatTw0iPyuTknPO0mBQCgGtrZyJ/voxXdw/0rfQ49tUZFNU8h6YuxiQcS+JMjyP8kbSQxOI4xCIxjkbuDGrXgpM5ak9CvVB1KFmR7rvAe+qwUuOqsFKBf0b4zKXc2nGYsLkfYehsx9Wl69k/6BN6H1tFposbrimJGuPQJf0ORXI9AgvSAEg/dxmxVIplQJXoT9zmA/iM6EPnrd+TcyWWo+/NwMKvLu692j6V9VTPkXxef8sEwMKxnlZIuqVTfS4fWEpF6YPF0ExtPbHxCGb394Ow9WyMjUcwjvVao2tgpuljYGKrMQwBdI0tKS3KebKLEBAQeOERjEOBf5WZizaQV1DM7IlDtD4/zjhPgxdJLbE61Q2W3FI5V+7Es/rUVboHONO6fhj7Lh3ltyMbaNegJRn5mWw8tYM2fs3/k/mGHUYvxNfdjvkfPVkBjw6jFxKdq0Dsol2aJNbHmJT4bAqarEYkgsAR9Qkd0xCA5hMbk3crjzW9tyAzlNH8sxAKUgq1jm89rSnb3tnLzPAvsNrvxcKFm6lUVhKbexVnY0/qZxrx69X5LGuvznnVk+oj8GSoKC7h+qptNP12Ao5t1SGiobPGknIyguhft9C0exi5MxcgVioxLcxDt7yMcN+GdBapxapST13EqlE9xDpVf1pN67gQ+NFwAEzcnbixeiepxyOeinFYW47kX97nF/X37WVFJBJTvYCpUlmp+SwWS2g5dAFZiZdJjTlLXPh2Lu1bQusRizGzU9e9FVVToxYhokacu4CAwEuPYBwKPDU+HN4N1T1/iN77YhnuTtaMG9lD03bhShwfTFvOjmWfYWpsUNswAg+gel7U7Xxn6llcZd+F5RyIUPLNoCmM6fYW609uY9q6b9GX6xFSJ4g+d9VMBR6eorJKjO7Z3j3grkgMsPzk0Br95cZy+q7uptUWPFq7ZIVjqD2DT/di565vGPPtBOwMnAFwMnIHIDb3GiJEmOtaPbmFCABQcCsZZUUlVo3qadrEEgnWQfXIu3GbXgsGsnrGPPzLchCnJZHm4Ez7V1sjWb4KgNRTkTi2CdEa08zHXWtb38aCkqyn4625X47k/RRuBZ4u93p135Pn4qSfRsg9IelZiVfQM7JER9cAuYEpJQVZmmMVFWUUZNzGzK6upk0kEmHp7Ielsx/1Wo9g9/cDSby8X2McCggICDwMgnEo8NQw1Nd97DH2jluHqasFjT94OiFZLyLVVS1LKg04nxaMCIifpTYALY3Nmdxv7DOY3dPlzemrOXYhlmMXYvlxg7rO49Ip6vydqJvJTF2ykysxKfi42bDw01cI9FaXdMjKK2Lstxs5ERlHdn4xbvbmjHm9NUO6h2iNC1CcdAcAy9AwJHpqcZjHFS8ykpnSzrk3U06+ib9VKAFWTWhm3xErfbvHGlfg4RDVlnwrEqFjoIelXx2meUrIVSgxb9cWn1dbsnr6HPLj7pB18TqNJmmXmRFJJTXGQfl0vDW1KS//XbvA06O2kPTSwkw2/jqDDl2HkJcWS/SJ3/FtOQwAG7eGxF3YgYN3c+T6plw98ouW5zAz8TJpseew9QxB19Cc3JQbFOelY2zl9iyWJyAg8AIjGIcCT43qIaaRV+OJvBrPpj1nAFi/cAIfTFsOQLc3vgKgc8tAJr1bs+CzSqVi9bZjbN1/jszsfBxtLXi9Zws6tgio0fdlw95Uj6RaHv6eR7XVf5s543pzMyEDLxdrpr2jNoyvxaUCMGXxTma+2w1bS2Mm/G8zwz//jYg1ExGJRJSWVRDg5cj4IW0xNpBz8OwN3pu1HidbM1oH19WMq2tkSKyOJaUVCsQydUjukxIvGhv0FT09hhCedowzKQdZeXU+k0MWPva4Atrc671xNpAwQiol/dxljFzsAVAqFKRfuKIJA7VtEkDqyUjybt7G942+SHRlWAX4cOn732vkGz5rhN+C55favLoRivro3c5CvPQNQIRbUHfqNh0AgE+LoRTlpnL894+RyvTwaTmMkoIqdWmZ3JDMhEvcPL2eitJC9E2s8W01HNeATk9zWQICAv8BBONQ4Jnw4fBuJKZk4WxvydsDOwBgamzAzPEDmTR3Nav+9yHGhnrI7ynYnR2bQVqciLSLd1i19xRx8jI+ercP5hI5e1Ye5uvv13NxwSFatw0k6M3mSHTUb+wV5ZVc+OkYtw5ep7yoDHNPKxq+3RJrv/9mWNWLpLb6b2NiqIdMR4KergxbC3Wdxxu30gH4/O3OtGykDrf6dGQH2r71PUnpeTjamOJgbcq4wW0044zsbcnh8zGs23uB1sF1NeN625syql2jJyb4UZt4SP/AN+lf902mnnyLA4lbaGzTCqVK8eDBBB5Ide/N7SIF5+r6I5r+A3IzY7UgzU8bKM3IwWtITwBsmvhzZek6pPp6mPup7x/bJgFc+v43bJsGauUbPmuE34Lnl+re26UKdT69qAS+mjW/Rn8dXQOavDJdq61OSFUetbG1Ky2HzLvv+eq3eYP6bd7QanML6opbkJBOICAgoM3z81dM4KXCUF8XqVSCrlwHC9OqrC0jQ/UbbTNjgxo5h6YuFljpytF1MOHnqDPM+mAg9d0d2TLsZ5q38wWJNbfvZHDrYDQikYhGo1sCcGHpMW4fuUGTjzpgZGfC1Q3hHJi4iZ4rh6Nv8Xhqlc8jtamtGtQ/z6+5F+jFZw84+uWhvmdViKa9lQkAGTkFONqYolAombPyABv2R5CcnkdZRSXlFQpaBHnUGOdJiRfda6joyLOoMDrNF3v8KKgMoYFrBbfyr9PFbQDW+g6UK8uISD+Bu4kvcokuulLBE/RPqM1786d/M3R1JMjHf0t5fiHm9Txp99s36NtYAGAT0gBEImwa+yGWqF9A2TYN4OL8ldg28X/qa/g7XiTl5ZcNwasrICDwvCIYhwIvDGKpGLGOhExFGeUVlXy2cC3KSiUqAyXSCzlUKhTYWpkR9EYHTs/fT8DwpqhUcGP7RULHd8AxVC0METKmHakRiVzfepHAEWHPeFWPTvu9U6ln6sz8xm/ct091g+WNk1fJKst/GtN7LrjXA1eYkIuekVGNPjr35IL9VfdReVcwad7vh1iw+jBzxvainqc9hnoypi7ZSUZOYY1xnhT3GipKpQy5XgamVr/wR+JiDmRb0cqxG/3qvIFUrEMX11eZfX4C+eW5DPR6l9d93vvX5vVfprbcO4VEyka/5szZOavWY3QM9Bhya59Wm23TAIbeOVijb6cNNT05zeZ98g9n+894kZWX/8sIXl0BAYHnFcE4FABgzaQ1FOcWM2LRCK3PAEuGL8HW05bek3o/41mqUd2V8/7mk8Hc+j0ciVxKo1FqL6FUIka/HJQVCgqS1PLyykol1vXtNceLJWKsfO3Iu51Vc3CBF57qoYLlChWnYrPYEpH0tw/JH4RsIvFCLg19fubUxTi6NPNlYJdgQJ3jGpOQgYlR1Vt9mVSCUqm833CPzL2GiqLCiMQbwwC18umuWdqhX+8GfMG7AV9otc1qvvKRtgUE743As0Pw6goICDyvCMahQA16TuxZvZzSI6GVN5WbiodZ7bXzdKQSlNVU+/7y5lRvvxcbPQNkOlJSM3Kx0JGjoyvD0dZCsz8/6a5M/ANKONUmSPi888bJhRxLv8qx9Kv8cGM3AFd6LmT25U0cTr1MWmkuDvrmjPBsx1jfHpoi99W5lHOLHgdmMMSzDdMDBgKw8855Zlxax9XcRGz1zHjVrRmT/fojk+jUOsbzSvVQQYmuHiW5uczYFEEzNxONd/Dv8HS2ZsO+CE5ExmFpasCSdce4lZyNv1fVg5uLnTnnryRwOzkbA30Z5sb6iMW1X++HQTBUnj7/xHuz7u3NFGcVM2zD61qfAZRKJVvG7ODylqsU55Tw5q5heDQX1CIFakfw6goICDyPCMahQA30jP75w2h1r01xeSXRqWVsiUiq0dfWypSrMXdISc9BT1eGsaEetlamiEQiTl6IJqyRD/uuZbDgUBzFN+6gL1YSoGODh1jCgO7NWLTqT7q5eKB3ORWruGSuxiQiEouoX2mAWEeCkb0pKhWIdSSkX07GyN4UAKVCScbVFNzaPj+qgg/L3EbDiclPpq6Jg8aoM5MZYq9vzu/Nx2Gpa8z5rBjePf0D5nIjhnvWLPlxPP0q/Q/P5lO/vnzg0x2AfcmRDDuxgDmNhtPM2pfEiLgz/wAAIABJREFUokzeP7OUckUFsxrWrNf3PFM9VFDf2Zn8a1e5sv8QTnsPaEpZ/B0Th7fnVnIWvcYuRU+uw6CuwQzo1JBr8amaPmMGteaNaasJHDCLkrIKojdPwcXe/B/PWwgze/o8rvemx+zOWrVbr++5Sfhvkby1axjmbmbomQmGvYCAgIDAi4VgHArUoHpYaXVunr7JynEr6TKmC01eaQLAuc3nOPzLYVJvZdJST06ssz033RwBUKhUfLvnOl2qpX291r05MxdtYNC4BZSVV7B+4QTsrM0Y2b8NP63Zx6wfNlNqbE2mpSdmQGmlkvPFZaguJPLaN70xksnZfvg8d8qyWDN5KXXc7OjSwJcL6y/g1TMAqa7a41W3ewMilh1D10QXQ1sTrm68QGlOMXV7PF/iEQ+DicwAHbEUfYkcWz0zTfvn/gM0n10NrYnMjmPdreM1jMNdd84z9MQC5gWPZJB7K037rMsbecOtDT+vmEXI6IW0cqzPhLpdGX1uKUOtQ/Fx8iIlJ5XX5gzhh9EL8Xasy5Nm5rvjyMvKZvaaX+7b5+MBwzCxMGfSov/dt091D5xU3wDzhsE4mOpxYqJagXRwt8Zax7jYm9M8yANTEz1O/TmWm5dW0dUcxn06gsbtpyESiVEoygk/OJXV/3OhvDQHUytffv90Go6eYzTj5GZGc3bfRFJuH0WlVGBuU59m3X7A3MaPjKRznD84hcyUCJSKcsxt/Gjc/htsnNTfoV6BDmRuc+Gg7mROFQRrDJXSIy24VPIODZqOB+Da+aVEnZpHUV4COnIjLOwC6ThwO2Kx+uf8RsQvXDo5l4KcOAxMnPFp9Db1Qz9AdB8v8svO43hvdE20a7dmxWVjZGuIS6jzk5iagICAgIDAU0cwDgUeiUv7LrFuyjr6f9Ef/05q4+rMhjPsWbSHXp/24rUdNzAuKKJR1HWUYhGxrmqpd1FuCZMmatcrdLa35MeZo2qcY1i/Ngzr14awWQfJvPuQn2OtHudIaTl2CWlsH7kSRVklS38fSVF6AeE/HiUnPIOi6Cu4tvUmcGSV0EzQm80BODl7r6aURdtZff5TSqU/3djDzzEHSCjKpERRToWyEmcDK60+EVlxvJL8Lb82+5C+Lk1r7DufGYOkvhVhx6cBIhRKBUqxiMzygqe4ksfncTxwsVGrqeM/lB4jj5OdFsWx7W+jb2SHX5OxHN06kvzsWFr3XYWBsSOJN/9k7x+96PnmaSxs/SkqSGb7ipbYODel8+DdyHVNSU86h+pu2YmK8gI8GwwitNM8RCIRV88uZs/q7rzyfjS6+paaOczs7Yebb1WO4ZojVfPLSD7PyV3v07LXz9g4h1Femkty/CHN/ujwZYQf/oKmnRdgaRdEdvpljm8fhViiQ73G7z7OZRWoheohphdWRwIw0ehzTJ1NmXhlLCqViqPzT3Dm5/PkpxRQaa5DlKeKaLtKfp8wmFBv1yc+rw0nLjJt9Z9ELZpY67aAgICAgMD9EIxDgYfm9PrT7PzfTgb/bzBeTasetPf/uJ+u47rSoEMDTC9kkpSrR3RxCZ63k4l1VXsP/0neVG1Kglm6MhbXdSL+HoEOQ1sTuiwaeN9xJDIpwe+2Jvjd1o88h+eB6rXviuuWg2nV/vW3TjDh/C/MajiEUEsvjGV6/HB9N1sTz2qN42pojZWuCb/GHqSbYzDye3IJlaiY1KA/fV2aaNrS8zIZu2wCZi20S4o87zxOqKCeoR1NOs9HJBJhaulNXtYNok7Nx8WrB7FRaxgwJhZDE7VXqF7jd0mOO0B0+E+EdV3I1bOL0ZEZ0Lb/WiQSdZ6tiUWVh9XerY3WuZp0XkD8tU0kxuyhToPXH2pthXmJSGUGOHt1RyY3AlywsK3ygEccnUnjdrNw81XXPzMyc6MgJ45r534QjMN/mR6zO2PmbML5VRG8d+QtRHfzT/dOP0DUlqv0nNuVm5UFzJ+/g5CzIqb+2INAT6d/ZS7dgn1p5ef5r4wtICAgIPDfRjAOBR6KK4eucHrDaUb/PBrXAFdNe2F2IbmpuWycvpFNX26imVJFeaUSkapKxfGf5k0JAh01cziTckvIzSjBQV7lzTuZEU2wZR1Ge3XWtMUVpAFw5vpZvlgzE/t27TCTG/Jdg6G02jWR4LR3OPfKYuQSHZbt/RnTCjGRGTHs+uMHfhi9kNxrSUwdMRr5ICekYgmJsfEMDG6JyNcURqvPsXTGbK6FRzJv82oiT55h8dSZxF65hoGxEe369mT0F5+iI1MbSe93fwV3Hy/Gzv5SM8cHhZGWFpcw96NJHNm2C119ffq9XXuYc23801BBa8cQRPcoFVk7hhJ+6HNSE04AKjYs8tPqr1CUYe+mfumQlRqJjXOYxjCsTklROuEHPyf51mFKitJQKRUoKksoykt46Pk5uLfD0MSFtQs8cfTsgIN7e1x9eiOTG1FSlEFRfiLHd4zmxM4qQ1ClrNQo/Ar8e+ia6CI3lCOSiDGyUcfQlxeVc2zhKUZuGYJbmAsn952hzN+U0IA6XP09ipA+/05ou65MB13ZiyUkJSAgICDwfCAYhwIPhV1dO0Q3RZzbfA4XfxfNA7Tqrqponyl9NEbjvqtpLDsWR1p+KQ6PIc8tCHTUXqRbVGbAybQb3CpMx1Cqi4eRLatiD7En6QIeRnasu3WcY+lXMZUZ4OfqR3llOXnF+SAVkZAUS0iGhAvSPF498i1rW35EZPxFXnVuyKLkU9hYyokpTMWxviOpXnoUGql/IiKOn8LI3JSC5GLNPCKOn6JJ+zZkJKfy0StD6PhKHz5bNJekW7eZ/eEniMVi3psx5R+vfdHUGZw/fIwvf/kRKztbfp49j4snz9Kie6d/PGZ17vXKjtDPxdXB8m96i+j55mnE1dRbpZoC9FUGmEql4vuoXfwafYjU4hzcjG1oVXiNhiV3WGzTiWArdyb7d+bPlR1QKMrJLy/BZ/V79Nd1oo1KRbmikq/CN7Ih9iRZhqG4xd9ghvMl2jg2oPfb59geuZZ+EXsYc3Ixm89sIk1uQR1jG1rrmDGw6/+wdmqCwLMnLTqDytJKVvRZRXmlAoVSSQhwVJlFubGYI5djWLzzODeSMhABDdzsmfxqBzzt1SHhdzJzaTnxe+a/1ZvVh8O5GJ+Mh60F347oiUgsYtLKnUQnpuHrbMvckT1xslLnIf9dGOmdzFxaf7qQjZNG0MC1qsTPmqMXmLPpICfnjEV2Tw1QAQEBAYGXC0Gh4CVlS0QSYbMO4jZxJ2GzDpKYXfy3/c0dzBm1YhQ3Tt5gw7QNGoU+I0sjTKxNyErMwtLZEktnS17rVI8DM7tz+fv+nJjY5h+LPfQKdODrPn44mOohAhxM9fi6j99LJf1dW2itQWZ9KiohcPsYHDeMoKN9IH1dmjL0xALC/vyE20UZfHhXhVRfrkdde0+yC7IB1IZg45743i7mdkEarxz+hqvJNxjk24HlwaPJN5Aw6MIS2h+dTlZXV2Rp6vNHnjhNp8H9oaCC3IwsSotLiI64REBYKJtXrMTCxppxc2bi6lWHsI7teHvqRDYt+5XS4przfxiKC4vY+dtaRn/xGSFtW+Lu68WnC+c+VqmI6vzllU3KLUEFlFcqSUk8w+YLdzR90u+cQd/IHhunUEBFSWEqJuaeWv8MjNX3o4VtIGkJJ1AoypkZvoHfbhxhdtMhnOw7izH+3Vherkeu16sMqt+VXakxSHQMKC5IAWD7rXPoSmQESMopLkzh/WM/cTI1mu9CBjAmdScdTcwZuG8el7MSEIulWNgFAXDEoQNdC6+yok4DLPVNWWvZgrysmBpzNDEXQgyfBX+9PBu6biDvHH0T21khRPQ34c0jb/Dh3jcpKatgeLsQNk0aweqPhmCkJ+fN79dSXqn9QmjB1iO81akp26e+iZG+LmN+2sy01bsZ37s1myaNoKyikul/7HmoOTlamhLm68aG45Fa7RuOR9IrtMETNwxPxyTgOe5bsgvv/zfmYfoICAgICDwdBOPwJaT6Q3FSbgnht3NJzSv92+MsnCx4e8XbXD9+XctAbP9Oew7/fJijK4+SHp9O6s1Uzm87z8FlBx97rr0CHTgxsQ3xs7o+lqH5olJbCK203IQG2f3JeW01pYM2UMfYnh+bvEPqK7+S9upKfmzyDpMa9OdG7yUABLj50zBPxubWnxEZH0VI3WAa2Hsxx7UXU1w6IxNJ8HH0ooWVD/VuF3O6xTQyXl3F2DRfrA+rw1MjT5wmsGVTsNbl+rmLRJ05h1RHim/DAG7fiKFecJCW4dYgNJiK8nLuxN/6R+tOvnWbivJy6gcHadr0DQ1w931yXuPavLIGZHFs1xhyM68Tf3UjUSfnUj/0Q0ws6uLhN5CjW0cSf3Uj+TlxZCSf59LJucRf2wyAb/BoKsoL2bVuAIujdjGzQUdcc65iWJREP4+mtFDlszLuLG1MzMgqyWPxhpGI74agbog9SU+3xji7teLo+RVsjD3FnPqtKD81A2uRgt7mlrRz9GfhmZ+5fPo78rJuAjDE1BTXolv4OwbxUWAv0iQGHDuzmKhT88nNvE52+mVuXlxF5LFZT+y6vWxUf5GW8IAXafdi422FVC4lNyEPl3r2mLiaUWEmpW6AE+4+9nRq6EOnhj642Vjg7WTDN8N7cCczl0vx2qV/RnQIpXWDOnjYWfJGh1BuJmcwtE0wTbxdqetgzeA2wZy+fuuh5/Vq80C2n71CWUUlADHJGUTEJdG/ecBDj/EkCXJ14NQXozEzUP/ebTx7mQYT5z+TuQgICAi87AhhpS8htT0UK1RKYjMKH3ispZMlo34exQ/Df2DjtI30/bwvIX1DkOnJOPLLEf5c8Cc6ch1sPG0Iey3sgeO9iFzbm8yvQ08yM7EPEqmYjJgCvgrcSdORnvSf3wiAndMukRCexdubW7Lu/XPcPJpOQVopJg56hA71oPWH3ojFImKPp7O4+yE+j+6BsU2VIbhz2iWu/JnER0saPHZobYBbAzaf2cat9NuUlBVT16EOAW7+RMRFYmpgSj1nX6SSmj8F9UIasm3FbyTH3qa4sAj3+t6I7PW5fi6SsvR86gc3RKqjg0ql0srTu5e/2sVisVY9OADF3QfT2ri37/a9R7gQFc3n49++b/8/tuwmOTWd8aOGaNoOt++NcT1vguZ/XesxtXllLytaolKUs21ZUxCJqBs4nPqh6lIVLXsuJ+LYV5zdN5Gi/DvI9cyxcgjG3rUVAAbGDnQbdojVez6jTKlgyNHliERiJJJ9iERiyqVWmCtKOPJLS7wsW3PFpgEeJUlkVVZyPCWOjwN708C/I8c2v4uqAjodXIpYYo3Cpgfi6CgqEdHY3I7b17dyJisJTBpTceV3mndfiq1Lc8oKMgCo23oGMReXcf7AJCQ6ephZ+eIriNH8I2rL+b1wO4cGD5n3LDeS0/yDpuyatAeVSkWFsgj9zEpOLz+HSCTCtps787Yc5mJ8MtkFRShVKpQqFcnZeVrjeDvaaD5bGqtVlus6Wt/TZkBxWQUlZRXoyR+ca9guwIvPf9/NngvX6BHix/oTF/F3s8fLwfqBx/4byKQSrIz/O+rRAgICAi8ygnH4ElLbQ/E5fx/+erwfMHOA1r7RP4/W2rZ0smTy/slabYFdAgnsEvhE5/m84t7UiopSBYkXsnFtbEnMsXQMLOTEHE3T9Ik5lo5vRztUSjCx12for00xtJRzOzybdR+c+z975xkdRdUG4Ge2pPfeOwRCSCAJhN6bhN4F6SioCIoFpFhABUVQRJGuUqT3IiC9l5DQIUBISG+kkLqbLd+PhYQlCVX9QOc5J+dk7tx5587NZva+922Y2hjQYLAvvk0csPM248zv8bR+ryYAGo2WyFVxtBhTg+bPmHlTL8OppRTD0lJWHV5Lbc9ApBIpdXyC+Hbz91ibWhFeXVfzb89l3fi7/ngUO6skhoa6gEbLrl/WULtBPSRSKYKrCTFnzpOTmE7Dtrrsm17+1TiweTsajabMenjh5BnkBga4enkCYGVrw530DL0x3rx0BScPt0rH7+rthUwu53JkNFjo4qiKC4u4dTUGF2/PJ/5bPYqHEx4tV36pu7eVMfMnbK3QXyKVE9riU0JbfFqlTGuHWoS3nw3bPmdNx8m4mdnqnZcLUtzNV2N16yTvHf2FBW+cYenVfbjeKaSBY3UEQSCoyXiEAz9zoNc3yCX6r2gjqRwXUxssU6/y087pdBt2EFsjXfKT+/+/Lr5tqdugakVa5MmpfCNN+0QbafdpN6UVZg6mHPnhOBmxWdSSwaXMKzR/twlvzF2Do5U5XwzsiKOVOVKphA6fzEep0ujJkEkfcPK594eWS8vdP+/vzWi0T5Z4SC6T0r1REOuOnqdjWC02n7jAu11bPPEzHbp6izHLtnL2izHIpBLiM3NoM30x/RsFM7VXOwBm7TzChYRU3mzTAIBrKZnM2nmEmNRM/Bxt+aJPewLvKb0nbybw2rw1nJ76NtfTshi/+g8A/MbNBOCddo0Y26ExSpWa7/84ypaoK9wtVuDnaMt7rzShWQ3vJx67iIiIiMijEd1K/4NUle3zv5QF9HkwNJPjVseam4d1ys7Noxk0GVmNnMQi8tKKURapSIzKxreJA1K5hFcm18Yj1BYbTzPq9vCg0TA/otaXZ6hsMNiX0yviyo5j9qaSn6kgrK8X8PSutRXchvPUKLT27Dm3jzo+uuyIAe4BZORlciXpGnV8gtkcncw3u64BlLkaf3foNtgZcWrHXkKa3Etw4mhMdloGV8+eo05j3aKv+7BBZKWlM/uDScTH3OD4nn0smDqDHiMGY2Si+0yFNGvEyb0HOPrHHhJuxDJ30lQyklOrfAYTM1MiXuvL/M+mkxx/G6VCwYx3PkCj1lR5zdPyYXt/jOX68VXPmvDoQdfD0b/cRCbISCzIwsfCUe/H3VyX8OYVD5277J7Ec6yPPUEv34ZlVtbatp5o0ZJRlFfhehdTm+d86oqs+3E673cRE9hURmUbaada+7C3vS6Gs8+C7gxZX16GpNnYxky4/F7Z8eboZJp8fYDX4u+woVcAxbMacGaYDSO2DsauvjM3U7N4M6IJjQN88HOxp7BEieov/Iw/in5N63LyWjwrDkRSWKKkU/1aT3xtmI8bilI1FxPTAJ1yZ21qzMmbiWV9Tt1MINy3vFTHtzsO80FEM7aMG4SVqTHvr9hewZsAdC6mk7u1wthAzonP3uTEZ28yomU9ACas/oNTsYl891ondnw4hO5htRi5ZCNXkzMqyBEREREReTZEy+F/EDEL6PPj18SBm0czaPNBALFHM2j2ZnVuHkon9p4VUSoX8AzTWY2OLbnJyd9iyUkoorREjbpUg417ee3Aev292DH1AnEns/BuYMep5XHU7uSKqa3hM42tMmtHkcYVuSSNOt465dBQbkCAe01ikmKo6ebPqFWHUag08ICupFBpEFxN0GSUULeJThEUZBJ8gmqScOUGAaG6+CQ7Z0cGfDmV42cv8uXC39EqlQR27cobUz4iOTWDtdv2EBufRPUBg5j/61ryzkfTdVB/mnZqT6pWxo9LVzN6WLm1+r4b6UdTJ1NSVMT+Tdsx8/SkWU1/iouK0ALrt+/l2BldQo0GoUFoNJUvqLUqFdHvT+L2ynUAeA8dQNCXUxAkErrUskf9037ytmzDsLiAbAc3XD8c99RxrQ+7HqblqDCQ+fPx8ZWAloZONSgsLSEyIxaJIDC4RkuMZAZ08gpj1rmtXMpO4OcW5ZY+P0tnevk2YvThRUwLf5UgWy9yFAUcS7uGp7k9nb3qPdX4RJ6d5ymnU5lLamZ6Bhboji1NjLExM2HN4SicrS1Iz81nxrq9+lbCvxFvJ1vCqrnz9fq9RNSrhbnxk79vTA0NqOXmyMmbCdT1cuF0bCIDm9Rlwb7TZNwtwNzIkIuJaYzv3JzSe8ruu680oWE1XY3Qd9o1pO/cVaTlFeBsZa4n20AmxdzIEAH0XE1vZ+WwLfoqhyaPxMXaAoBBTUM4fuM2q06cZ2qvts85IyIiIiIiICqH/0mep0i4iA6/pg4cXXSTtGt5KApUuNe1xrepAzcOp2NmZ4RXuB1SuYToDQlsHh9Fly/r4BVuh5G5nKOLbnBxW3lGTDN7IwI7unJq+S0cqplzaWcyI9Y2feaxPWjtKDx7FGVcDPQaTq66CTXcyouyzxnxrd41WiyIV48ta1NhQWK9L4nbF1HWdvDLPRXut3nXAc7FJjB4YC+qeXuQX1hEYnIaCBJ+WLIKT3dnPn5nGIVFxSzfsAPXiA6MGNQLgF/XbKWgUJfgY9JPswGdcghgbGrC5J+/L1MWh9yLOdx98Dg79x9jYM8I3JwdOHA8ktPRl/BwdaowtoTVG/Aa2JdWh3aQd/EKkW+9j7GTI9XHjuLM62Oxioun2calGLs6k7Z7H+c+eo/cxgFYBVVtRYm8cZnZG5dxIzUBqSChWGOOwqAxSG2QlsZhUBKFkJdHcb4J04Q15GlKMDcwJtDGg3eCyueyj19jVt04QrCtF/5W+v97PzYbwexzW/nszBpSCrOxNjQjxN6HJs41qxyXyF/P82ykVbZJU6rWkqcsBUAiEZgzsgdTV+3mlU/n4+lgw8Q+bXn753V/7UM8gt5N6nD6egJ9niERTbivO6diE3mzTQNOxSYyuGkoJ24kcOpmItamxsikUoI8nDl7L7lOjXvlOQAc7il9dwqKKiiHVXE5KQOtFjp8vVSvXalS0+Ce0ikiIiIi8vyIyuF/lGctEv5fRS+Gz8qYcU39UCnU7P/uKt4N7JBIJfg1dWDtmDOY2RkR0N4ZgFsnMvEMs6XpyHKl7M6tivFKDYb48OvAY9h6mWLuYET1lhUVnSflWawdz2ohKVEo2XvkFH06t6NxPd0C08HOBl9PN46ciqJEqWRY364YGemsEq/17MjsBSvIyMrGwe7ZXCT3HTlN++YNCQsOAKBvl/ZcuX6r0r5GTo7Umf0VgiBwPNKQBepvGf3DZ7h06kDC2k1ExERici/u0e/N4aTvP8ytxcsI+eHrSuWp1GrG/Dyd7o3bMGPYu6jUatp9swEtAhJ1FkZF+yk1rEOp3A/p3UzMo08ypetrDGgZUUFWM5cA7gxfptf2+eAIXH38MTAyJmbTSkKkUr4Y9QFtew1j2deTmDO5OcamFvR7dzJ3hi8jI/k2fdu689XaA/gG1i2T1zfAive++40G7bsCkJ2RyoqZn3D+6F6UihKcPX0ZNOErAsObld372M4NrJkzjbw7WQQ2aMbIaXOxsNaPmfyv8TwbaZW5pGpNHFGZlCeXaVTTm11TR+n1ebA2oZudFbGL9WuFBnm5VGhrHuin19arcTC9GgdXeXyfzLwCvBxtqF/96eN4w/3cWXEsmhtpWRQqlAS6OxLu587JmwnYmJkQ4uWiFxcpeyCbcVmd3CeMkbzfVxBg43sD9WQBGMnFpYyIiIjIX4X4RhUReQyVuYdN3nWF3tXMOLvmNp0+1y26vOrbkZtURHZ8IZ2n6drs/cw5szKOq3tSsPMxJ3rDbWKPZWJspZ9R0L+VE6Y2huyecZnW42oikVSe/fNJeBZrx7NaSFLTM1Gp1NTwq5gQIjXjDm5ODmWKIYCvpzuCIJCanvVMymFxcQl5+QX4eJYvziUSAW8PF3Jy71bob1s/VC+TqiCVUJycStbxU6DVsquuvoVWo1Di0KJJlfcvLCnibnEhLWqH4WGv2wBwdKhNcm4xBkUHUEudUBqF6tptnegf6MjSPZsqVQ6r4uj2dUQMfosvV+8j8sBOfpv+MeeP7CO4aWumrz3IoS2/s2DKGAIbNH8ieSVFhXw+KAILW3ven7sCGwcXbsdc1OuTmZzAiT828v4PK1AUFzHn/WGs/n4ab3wulhN41o2053FJ/bspLFESm5bFr3tP81ZE1Z/3h3lwk8zJwoCSUhWLDpwmzNsNqURCuK8Hk9ftxtbMhBY1fZ55fHKpBLVGX3EMcHVAq4XMu4Vl7qkiIiIiIn89onIoIvIYKnMPKy5VE2OlxkWtxbepLv273EiKZz1bEqOyy+INGw3zJeVCDsuHn0CrheAubrR4x59Ty/UtXYIgECNcxU7pzsH0I7zhOwGJVMJH7w9ixJCuTJj8I2vX78Xc3IRPJ73Oq33bA/DJ5/PZtuMIicnpONjb0KNbSyZPGAY9ajNzdww3ALlUYHqP2nSr60piUjpder5PvdCazPthPDKZjJOnL/LztIWkn72KRm6IzN0Xv7YdmNCl9vNZl7Xa8hSaDyOUP/fDtgN1FfGD73U8hpu/EchhSv8zqLNiaPuqOyOn6SyIKpWWGSOjOP5HOsoSNa4G7elmoUv0c+5IFt+8qYtR/NlgET+/DWHSLkw+9iESub6iLjUyqvKRLE3N6dawFSPnTiW8RhAN/GvzemNfvt6TBOpc1HJdAo77irWjkS0/71hDQXERZsYmj5isctz8atB79McAdBoymi2Lv0cql9FxoC5rcM83x7Nl8RyuR5/GJ/Dx7oDHdqwnNyuDaav+LLMEOnnoK/MatYq3vpqHibklAK17D+HgppVPNF6RynmRY7s/+/0Ptp++TOvg6rzaPPSJrnl4kyz1rhK5YMTmyCt81ElngQ7xciE1N5+k7DzGd36yzYvKcLOxRKFScTQmngBXB4wN5Hg72NAlpCbjV//Bx11aUMvNkbyiEk7dTMDd1or2QdUfL1hERERE5LGIyqGIyGOozD0M4HSIlLg9+mU/Rv/RWu9YZiCl37xw+s0L12tvPyGwgjyZ0oB0WSqBrlYc2DOfnbuOMX7iXPbuO02b1vU5vG8hK1fv4u13v6FFs1Ccne0wMTVm3twJuDjbcS0mnrHvz8LAQM4nE0fQra4rXwrxbN6aQre6rlyLiadrr/fp3rUl06e9jSAIXLoSS9deHzBp/FB++v4jcnLyGT9pLs5xJ+hWt2OVc3LfgpCeU0BLBNYciGZMH/3bJHfgAAAgAElEQVRnd3a041jkeUpKFGXWw9jbiWi1WpwddFk7zcxMSExJ17vu4eMHObguHc8BRvT4wA5nmT9fDI+iWrAF8QkpZCdpST2WSXYnGRmlaqw3F7NwX23aFqmoFW7D2zMCWTTlAkPMZ9Jo1RKOttxNSdrgR1oKK+OLQe/wWqtOHLsczYELZ7gY/zvD2oxg+V4BNQKuD7genriaBVBlHcjK8KheHu8oCAKWNvZ4VCtvk8nlmFlakZed+UTy4q5ewMO/1iNdRO1c3MsUQwBrByfuZmc98ZhFKvIix3bPHNaVmcO6Pt01lZX1wASJtphwP50lz1Auo46nCxcT0wjycH7m8YV4u9K/UTDvrdhOTmFxWSmLr199hXl/nuSbbYdIy8vH0sSIIA9nGviJlkQRERGRv4rnUg4FQegNfAbUBOprtdrIB859DAwH1MAYrVa7+3nuJSLy/+Lvdg8rzlOSdC4HyzR74qtfYdL4cQC881ZfZs1ZiVwu5e2RvQH4+MMhfPfD75w8c4nuXVow4YPBZXI8PZz54L2B/PDTaj6ZOELvHpFnr9Cj33hGj+rNR++XF4qfM3c1Pbu1ZMzb5Uru99+Oo1GL4WRk5uBgb11hvHoWBEHKba096sjT/CiV0rdFEAWFxSQkp9EwNIhtew7zy5qtdGnXnMLiYlZu2EndwBplLqU1fL3Yc/AEx86co5q3B9GXrhEbn4i1pUWlc+Xpb06nDo3YdeAYA3s5E9TaiD9PHKLIpIC8bDk366vJs1ABAgFmOzia9TozO8zi3cU9Ud64gra0lLpjB+DRsAa+/Tpx5vWxBH/9GVZ1aqPMySXz8HFMvT1x6xah97wVF/je1HDzZnj7HoyaO5XMzIu8UieAzLxslr7XquzaqNirOFrbYmpU+WflYdkhBUrcH7JkIghIZQ+/qgW0Gg0SQRd79WDslqq0VL/rE8R1SWX69xQEocoMsCJPzr8ptruyTTKNzBEtjtR2L4+R/v1t/Q2zBn4e3Jz9oV6bm42lXltlfab2aldWM/E+cqmUsR0aM7ZD42d+DhERERGRR/O8lsNLQA9gwYONgiAEAP2AWoALsFcQhOparVZdUYSIyIvN3+0etqTfERLOZpPrnIFHU6uydkEQsLezJqCmb1mbXC7DysqczMwcADZtPci8+euIjUumsLAYtVqN+qE6aampmXTq/h4TPhzCu++8qncu+nwMt+KS2bD5QFnbfUUjLj65UuXwYQvCdcGFUqRoz5zhSuRxLMxMaRAahIGBnLEj+rNm2x6mz12KXC4jOKA6fbuUL/hq+fvSqU1TNu86iLK0lPC6gTRvGMqFKzcqnSufQAvaNqvN3fwClq/fjsJbjTrfGS9PH87dTiTPVsN9n1W5RImBST7XkqTsa/oKcep6CLLeVB+jy3pab9Ecrs74ngsTp1KUnIqBjRU2YXVxaF6+8HzYlS4lO4OJy4+QkNaKXvX9ScpK53rybfo260DTwBD6zfiIn7avJqJeUy7dvslve7cwtutrlT5LZbGsVpkFWD5FgXULG50FNjczrawt/pp+PKF3QDBHtq3lbs6d/3yCGZFn50WOoRQRERER+et4LuVQq9VehUpdproCq7VarQKIEwThJlAfOPE89xMR+X/wd7uH3XdF7dBlDLYy/VgwQRCQP1So/b5V5/SZywwZ8TkffzSEGa3qY2lpxs5dx5j4yTy9/ra2lni4O7N+0z4GD+yE9QOp4zUaDYNfi2D0m30qjMvF2b5CG1RiQRAE4nAiHifipusnXnF1dmDcG5UrR/fp3K45ndvpxyd1f0VnfdscnczMKDUpuW54JuSgtZcglUro06Udfbq04+tR0eTdUdKgmgfbPz0Db5TLmN97PC4b1aQ4OtLtyA2MViZw9IOLCPcyKErkcmpN+ZBaU/QtFg9S0ZVOiqY0h0U7FvDLTgW25lZE1G/GsPbdkUtlzHr9A+ZtX82iXRuwtbBkePse9G9RuXtuZW56Gi1EJ+Q+cr4exMDImGrB9diyZA6O7t4UFdxl1Xef6/VpHNGLLYu/49t3BvDqu59g6+RCwvUrGJma6WUrFRF5FC9yDKWIiIiIyF/H3xVz6AqcfOA46V5bBQRBeIN7SzoPDzFuQOTF5O9yD3vQrbAoIQdjO4cnvvbk6Yu4ONvpuZYmJFaM1zMwMGDtyun07j+BLj3GsXXj7DIFsU5wda7GxOPr4/bE9/2nLAgPW9YUKg0nYu+wOTq5wt/C098cQQtG6VDiomsTlFoMskEaYgCAXC5Bo37y1PlQURHWSkwoMW2LAoibUTEDadu6DWlbt+Ezyb5PoUL1VGMc9cWPLPhkDBP7tsLR3ZvhU77ls0HlCqmRiSmf/raD5d9M5pu3+6EqLcXFy49BE756qvuI/Ld5kWMoRURERET+Oh6rHAqCsBeorOjaJK1Wu6Wqyyppq3RVptVqFwILAcLCwp5u5SYi8hLzNMpPZfj5upOSmsWadXuoXy+QvftPs27j3kr7Ghsbsu73GfR6dTxdeoxj26bZWFmaM27MAFq2H8WY979l+OAumJmZcP1GAjt3H2Pu7Motav+UBaEyy5pKo2Xm7pgK8+PmZ4ZPE0tUh/LIaC5BbQg2pzRoDWDsu7pspo6eJihLNETuz6BasCWGxlKMTB79Cvw7FeHKZF9tPBnXh2TP2lrR4WLhketlv7v5+jNtpX5I95or+tZHWydX3p39S6Xj6D3647LsqPdp0X0ALboPePxDiPyn+DfFUIqIiIiIVI7kcR20Wm0brVYbWMlPVYoh6CyF7g8cuwEpzztYEZF/E49Sfp6Ejh0a8+7ofnw0aS4Nmg1l/8EzTJ4wvMr+xsaGrF/1NRYWpnTp8T65efkE1vJl97a5JCSk0aHzGBo2H8an0xbgYG/DjkNXaTVsfgU53eq6Mr1HbVytjBEAVyvjslIZz0r3sb+yckeUXlsFy1qdBCRm+VVa3L5b2ZDA+jY479Lgul6DMVIG/RhArwa6V1FguA2dh3vyxbAounvvZvX3Nx87rg/b+2P8kFvvX6UI/52yRURERERERESeBUH7BJnsHitEEA4CH9zPVioIQi3gd3Rxhi7APqDa4xLShIWFaSMjIx/VRUTkX4P3hB2VmtMFKndZ/KfZcegqs347xP6lo/72e3Uf+yu92gUxICKkrK3xjP16ljXHpDjuWtth4+rAsQmtKhPzt1B5ttK/xnryd8oWEREREXmxWLvlBpNnnOD6iUGP7yzyn0YQhLNarTbs/3Hv5y1l0R2YC9gDOwRBOKfVattrtdrLgiCsBa4AKuBtMVOpyL8RrVbLnuNRHDp9gey8fMxNjWkQXJOe7ZqQlJbFmj8OcjMhBblcRp0avvTr2AKTezX/Qo0zKVUqydUa4yHJQYqWJI0lxebubNl/goOnzyMIAm0bhvBKs3pl9ywqUbB+92Gir8aiLFXh6eJAnw7N8HKtzPv75aUy91UDqeQft6z9na50opueiIiIyP+f0lINcvljnelERP4TPG+20k3ApirOfQl8+TzyRURedDb+eYyDZy7Qt0Mzqnm5UVBYREJqJgplKd8v24iXqxOTRvansLiEZVv+5NdNe3jr1c4ABLpYEp+QgEIt46zKHXOhhEBZGg5mhqhU7owf0ZdrtxJYsW0/NX098HJ1RKvV8sPyzRgbGfLOa90wNTbiRPQVvv1lA1+MHYyVudlTP0P01WR+WnWMW0nZSCQCni7WTHy9vKD9mUuJfL/8MCmZdwnwcWTSG61xcSgvmL5p3yVW7ogiPSsfRztzBnYKoWurwLLzDQfM5csxr9Aq3K+srTJL4YMkpuWyZ8cpbG+nopbKyLGwRiII9Ap1E5UpERERkf8wvYbvxM/bEgO5lA3bdeEB/bpXZ9K79ZBIBJSlamb+FMWmnbHk3VVS3ceKD0eH0KKRLvHa8TOp9Hn9D36b25bZ86O5EpPNotmtaNPMg32HE/luYTRXb+RgbCQjLNiB+TNbYmQoe2K5qxd0YMbcSK7dzKG6jxVfT2lM7Zp2HD+TyrhPjwDgVmcpAO+NrMP7b1b+PSgi8v9C3CYR+U9y4nQynrV+Jjun8vi1J6FEoeTPE1H0bNuYJqGBONpa4evhQsvwYE5duIZCWcqIXh1wc7LD39uNgV3bEHXlJul3dMlCPGxNMDM2JN/ck2IMkFk6YmVljYGgome7JjjZWdOifjC2VhbExCUCcC0ukcS0TN7s1wkfNyccba3o1qYR9taWnDh39amfQaXWMH72DoL8XVg2/VUWT+1Nn/bBSCW6nFJKlZplWyOZ+EZrFn3Wm/wiBd8sPVh2/cEzscz67RB9OwSz8uv+9G0fzMxfD3EkKu6Z51Wj0TLhu51oNVqWTO3D/AmdaWiuRSpAiEfFuosiIiIiIv8tNu2MRaPVsmVZJ2ZMbsTvG2NYvPIyAOM+OcLJs2n8OL0Fe9d3o1cXP4aO2cuVmDt6Mr6aE8lHb4dycHMP6gbac+BYEsPe20uzBq788XsX1i56hQahTmjvlQ5+UrnTf4jk47H12LWqK9aWRrwz8RBarZawOg589mE4xkYyovb2I2pvP0YNrv2PzJeIyNPwd5WyEBF5oQmt48SZg4OxtjJ6ZhkpmdmoVGpq+lYswZKamY2bkx1GhgZlbX7uLgiCQGrGHRxtdcXufV0d+HFwuZVuzvLNZW6n97EwM+FuYREAt1MyUJaW8t4M/UQxpSoVmdlP71ZaWKwkv0hBkxBv3Bx11kAvFxsALt9MR63W8MGQFni66JSyAREhfLFgLxqNFolE4Pcd0XRo4k/vdsEAeDhbcy0ugxXbztI0xLvymz6GM5cSiU/OZsP3g3Gy05XceHdgU0ZN3fBM8kRERERE/l042JkwbXwDBEHAz9uKWwl3Wbj8Eu1aeLBl1y1O7uyDq7POk2ZovwCOnkxhxfoYvprUqEzGuFF1ad6o3BNlzsJzRLTx4qPRoWVtAdV134fxiXefWO6Hb4fQuJ4zAO++UYfuQ3eQmlGEi6MpFmYGCIJu/CIiLyqicijyn8TAQIqD/XO+nB+RzEmX6Kmyii76zVKJpMIpqbRi2/1baTVaLExN+GhE3wpijR9QRJ8USzMjIprV5L2vtxBWy42wWu60CvfD0VanlBnIpWWKIYCdlSkqtYb8IgWWZkbEp2TTqUVNPZnB/i4cOH2dvYe20aa5zoU25uYl0pMOoFAqaN+q2yPHFJ+Sjb2NaZliCFDL1xGJUMV8ioiIPJL4+ER8fBtw+tROwsKCK+0TGXme+uEduRV7Ei8v90r7iIi8KIQE2SM88J0QGuTAzJ+iOBOdjlYLLXts1OuvLFXTuJ6LXltwgJ3e8aWYO/TuUq3S+126eueJ5dasZlP2u6ODbp1xJ7sYF0fTJ3w6EZH/L6JyKPJSUlRUyqRph9n15y1MTOQMGxhEZHQaNlZGfPVJU35fcJALZ26hKNUSly3g7WRAUJAzoz7sQFGhgoXf/cmNi4mYGMvwru6EqYsLM36MYtGPr/D59KMkJucTHOjAzC9a4uFmUXbftz8/yM6t19GUajD3NqVBkMCwMevZsfJ1vfG5ONhyLOoyJQplmfXwZmIKWq0WZ3vbZ35uDxcH7hYWIRHA3sbqmeU8yOSRbejbIZiTFxI4EhXH/LUn+HqcLltqBeX13nfxg1mOhUqUYLlMTtOG7cquSctIpudrPTAzs8DQwAiVWlPleJ42gfLB4wf5cclcYmJjEASB4IBgPvngU6p5VyMxJZEmnRvz8zfzWblhBZHnInFzceOzDz6jaYNmaLVamndrxoCerzFy0MgymXEJcbTo3pztK3ZQu6bo9iPy4rBn1atY2voikxkTe2k9giCldsO3qVanP2cPfEnclS3IDcyo0+wDfGp1ByD+wgK+Hicn5mBfEiPt8awRQXCT95DKdF4K549+z63zmwgPkhC541VOKvNw8mxEgw7TMTKxedRw/vWsmLcKeyc72vdo+38bg1qtQir9by/XHszsLEnIRWNYdVSUIMCOlV2QyfT7GBnqlw4yMX7yOdVotU8sV/7A+fvfjpqqv/JERF44xJhDkZeSL2Ye59SZFBb+0IFVS7twNeYOZ86mArBl5QnORcYTW2BMt6EtiGjphoFGyZETiZSUqFg1/wDZaTmciINhH0RgYCjjytELqFRq5i2KYua0lmxa2YO7+UomfX647J6fzDvN9vXX0FS3hGZO5MukxN2QYu9eyNGoy2Rk53IrKY0Dp88THlQDAwM5SzbsIikti+vxSSzfso+QAL8yl9LH0XncaD6aO1uvLcDXAz8PF35cuZWL1+PIzMkjNiGFLfuOcz0+Sa9vQloqNm2aEB1zTa99c3QyjWfsx3vCDhrP2M/m6GSqedozsHMo8yb3IKSmKzsP619TFV4uNpy/rl/C9HxMCt5uNhga6BaeZiZylCo5DvbOmBibkleg4E5uYZUyvV1tyMwuJP1Oflnb5dh0NFVojUXFRQzrP5yty7axZuFazM3MGf7uMJSlyrI+3/40k6H9hrJr9W6CA4IZPXE0hUWFCIJA3659Wbt1jZ7MtVvWEOBfS1QMRV5I4q9sRWZgSofXNlIrfBSR+6dxaNMoLKy96ThoCz6BPTm562OK8tMBkEiNWLxBhXf4XOq3nUr81W1cPPGTnszSkkzCgyTUbPwFrfv8Rk7GZc4dmfX/eLx/lGUbP2HHgQXsPryEmQsHMXPhIPYe/Q3tvUAzjUZNXOIFZi4cxPR5r7Ji02dk3Ekou372kuFcvn6s7PiX9RP5ev4ANBpdluU7uSlMm9uTuwW6uDS1upS9x5bz/dLXmfFzfxav+YjY29Fl18cnXWLa3J7ciD/LkjXj+fKnvsQmnPsnpuKFZXN0Mh9vvEhybjFaQKHScOZ8Opuiyr/zoi5k4GhvQmiwA1otZNwpxtvDQu/H+TGWu0B/W46drrwkd2AN22eW+yByuQS15vlLyImI/J38t7eiRF5KCgtLWbvxGrOnt6JpI5370zdTWxDeehlajYZTh64ReUvN7DkRhIe50LyFL5+9sxzV3VJWrT7Ppah4WvZqxG8HjuHoas2AN1sx5c1luJhrmTa5Kb7eOjfKN4YG8+GkA2XxdavWXEbqI8HY/DbSomKwFEgrlqJNNGf7wZNk5+Wj1kJmgYIvV/1JowAvCopK+HLB78hlMoJr+KCRGxHx0fdk5ubj72CBh8PTJVgRBIGxA7uzae8xlm3Zy93CIixMTfDzcKFh3YDHXn//S/Z+eYi0rLt8vugASR2D6BnuRUrGXW4m3qFH6ydTigZ0qsukH3ZRw8uB8CAPTp6/ze7j1xn4igt7D23D0NAYB8tSom/AzJ/nYmJiys00WwzkVb966gW64+lizdSf/2Tsa01RlKqYs+JIBXfb+3Rs3VHv+NvPZlGrWQDnL53DyVEX9zF8wHDaNNPt/H80ejwbdmzgSsxl6tWtT+8ufZg9fzZRF6MIqR2CWq1mw44NvDX07SeaAxGRfxpLu2oEN3kXgJr1hnP51Hy0SJi/Mo7Vq7+nID+fnybDkX1raN9tDB61BnPj9s8YGDvg6htMYIO3iDw0l1dHbiY+PolR/R0Jra5i0ToV737ui72rO37BrxJ7cf3/+UmfnITYRPbvOEhmWhYSiYCtvS2v9G7P8p9+J6LPK9QMLi+BE3c9njWL1zN6ypsAXDgRg7zYBbUyCLmBlDOp1zAz3U5mjIyk+PvKgi4Ds9ZezaqtX9Cn3Wcc/uM4ihv+7Ig9zo2AOzTv2ITU9FgMDIxZ99taBI0ciUkJsuQwFs1YTkjDuuRIo0i8chd1Ti0MJRIsLCxZvX0Gw/t8jZO9V9kY9x1fQdsmg7GxdMLAwPifmsYXkpm7Y/RKGgFoSzRMnHGCoG/acfVGNvN/u8SY14Px8bSke0dfxn1ymCnj6lO7pi25eUpORKbi4WZOx9ZeVd7nnRHBDB27Fy/3s3R7xQetFg6fSOa1XjWeS+6DuLuYoVCoOXwimcAathgbyTB+CgumiMg/gfiJFHnpuJ2YR6lKQ53ajmVtJiZy/P1sQFWKRq0ht0QgJFh33tBIjrO7DVlFucRez0AQBGydypUyYxNDTCxNsTK9W6YYAjjam1Kq0nD3rgIrKyOUeSVYeGdQKneg2MIX0CK5nUlcioYFMzox8MvFvNmtBS3q1CCvsJiZq/7AwdqCnz8dA8DcDXv588QFJg6MwNPJjgs3E/n81620P3+dZsHVARgzsGI83sSRr+odGxka8GpES16NaPnUc/fwl6xWEECpYOW6Y6xddwQbSxPaN/JnYOcQdh+7/lh5zcN8GTeoGb/vjOb7FUdwsjPnwyHNsTFJQ6EoJjykKSqNIQs3XGTnGQEbCwmj+9ciPiWnSpkSicCM9zoyffF+Rny6Fkdbc8YMaMKnP+2ptP/txHi+/XkW5y5Fk52bjUajQaPRkJyWUqYc1qhWHhfpaK/7XGTl6HbyHewcaN20NWu3rCGkdggHjx8kNy+X7q88OjZSROT/hZV9jbLfBUHAyMSWsxcyWbs2iiWLZ+Hj48mJTV34Yc4cgsL7kpV4kMkj5dw4OpSbR5RoNCqUSiVt2vTn7beGEHVoFunxf1KsKL+HiZkDiqI7ldz9xUOj1rD+140E1w+ia/9OqDUa0pPSkUqlBNStyYUzF/WUw/OnL+AX4IuZuSlFd6Rocx3oOqQbDs4OFBUUcvjITk5Gb6NPx0lcuHgCX7+adOrZBQCJXMvcpWNYMW8VoQ1DcfSXceHqYZQKH9YsWYulkyNuTtXIisklJ1WBiZ2Kag3NqenRii0rt6M1yiU0tCn1BoZz+8Ztdm38E/fQukRd3kPHFm+UjbF5/T74etT5x+fyRSQlt2JWccHFiMISFZ1f24YgQL/u1Xj9tVoAzP68KT8sPsdX358hNb0IK0tD6gTa0ehekpiqaN3UncWzW/Pdgmjm/3YRU1M5YcEODOxT47nkPkhYHUcG9q7B2x8fJCdXIZayEHkhEZVDkZeOMu/Ce87892MRkuJzSLgro7EZUIXXxqNymggPnbx/eN+dUSIDiaCh1NAKjUyX5VRdaoG0tIhfdx2jff1aDO7QuOz6SYM60ffT+dy5W4CxoQHLd59g/geDCKnuCYCbvTWX4pJZs+90mXL4MBqNhmlLFvDbjq1IJAJ923bg89ffQiKRoCwt5atfF7Fu35/kFeTj7+HFxKGv07peeKWyjp6L4ureTzD264Ui+TCakjtIjO0p9eyAzM6DuBkRev0jmtckorl+spmQADdOrHxHr61Hm9r0aKNvaTxyMg0AAwND7K1N6dHclN5dBpedb1nfT6//pjlD9I49nK35eUpPvbb9S0dV+lzD3huGk4MT0ydNx9HBCZlURpterSktLS3rI5eVv+ru/501DwSB9O3Wj7GTxvDp+5+xduta2rfsgKXFXxPT+aJx+046taa+weH3vyXEo/LkCyIvFg/GW42yzsELBQ0eOK/RajkTeZEZ078hIqINAJf3mWNpoWDJ/K/xMtvGxRsa2vaaSHCdUBbOnYiT8Sl+mDMNQRBQZPlTknsGeHARLpS5Vr7oKBQKSooV+AX4Ym2n2+Czc9DFdtcND+LXuSvIz8vH3NKc4qISrl+6SfdBOmVPrZBgYCTFx98bqVSKpbUF9ZvWY8XmneQXZQJarCxsMbMoryFrrPRGMJfQqlMLMrOTOHJuOa/2+5BFXy+nml8NPF1rEB99CkMjKxQWl/GvMZBa/gEc2n2QnLwizqWv4NyGFTphspokxqUjNVHqPZOzg+/fP3EvCS5WxiQ/rCAK4N7IkWMTWlXoL5dLeP/NkCqVrkb1nEk6N6zSc+1aeNCuRcUM5M8q193VvELb9EmNmP5AdlMRkRcNUTkUeWm4v0BKzioECSzedo2QBq58vPEiRcWlkK8ky0SKxgwsjbVEnU8nPMwFpaKU1MRs7t4tpXF1B87H3+ZOWrnlqqRISVFeIQXKR9wc8HC1JrOkENOcGFQGFrqfArA0lnMlPoXEjGx2n75c1v9+0pakjBykEgmKUhVvzlqup4Sq1Gpc7KpWQtbt+5ORPXqz64efuXjzBm98NZU61fzp2aoto2d+RVxKMosmfoqLnT1/nj5J/ynj2ffTIgJ9q170K5L2Y+TeFsHAHEXKUYpurKN60/ceN/0vDA8ulB2N1aTG3WTa+C9oVE/3ZXvx6kVUatVTyWzRqAVmZmas2LCCfYf38usPv/4NI//3cSvpGos2zWTyiO8xNTavcL7D3EkEOHswu9fISq4WeRIedgVXqjSciL2DYXQy3erq0vArlUo0ajWNG9crv1AAb28P8rMuYWhvx5b9CUyaXg0LG28KcpPAWH9DzMT45XVdNDYxJigskNWL1uHl54lXNU9qBvtjYWWBs7szDk72XIi8ROPWDbkcfQUjE0N8a/jorrVVUZSmZd5XC/Dx98bH3xu5xX2luPJdxtJCKcq8UmZO/A4AaWk9ls5aCYClkSteboHsLN6Dq50rCUXZeLrqLFqGxnK0RUUM7/M1UokuicnGpTtx9qxD09YN9e5hIH/2Mkv/Nj5s71/2P1BUXMJdNw1aiZIwY/0N3eScQlp8+QdHp0TgaPnyfp5FRP7fiMqhyEuB3gJJJgF3M5YtPc/GSykUAdzIAy2oBYHbpqbUdi/iyy/28c5b9bl+9ibFRaXIZBL69Q1GfSeTyH0XsDWF9OQcju0+j1QuI/Vu6SPH8P7IUMZNzEMe6oJKm49R/h1wLcIg2wWtVkuPZiG81q5hhescrC24nqhLDPHD2P4421rqnZdJpRWuuY+/pxcTh4wAwM/Ng2U7t3Eo+iwhNQLYcGAv51esw81RV9/w9W49ORQVya/bt/Dt2A+qlGnm1hQs7y2MvCIouPAjDW0zHvnsLwoPL5RTiwQwMGPm0iV85+RCWkYaX835EplUxsH9R7ibqasPufjnZTjYOBISGkyHTrrYQ6VCydpVm7h6OQZVqQo/V4ubsNEAACAASURBVH++njsDRwcnGtdv8n97xheZhRu/wdHGla4tBjzT9QeHjqMkK5sO2379awf2L6ayeCuVRsPn2y6XbZKMNddZVR72fgAoVJigKI6jYR0JyuI0rkdfxN3u5fh/fxo69etIvWZh3LoWx43LNzn0xxF6De2Oj783weFBnDkSSePWDblw+iKG7l40/eYgKbnFdHPKxtEjkw5NxhF/4zb7th1ApSnBzMUWOxs3AAqKcsvuo1AWoVSWYO9uR4/+fQDYfWgJEomU2NsXqNdgKFYW9sikcvIKMrBxdsLCTGfFNDQ0AUFLYVEOXm46bwuZzAAjA9OyPiIVub8J8tWOK5xLz8I2T0Kwlw2nYzPYcS6RiDq63ANjlp9iYpdgUTEUEXlOROVQ5KWgwgIpwArthWzyj6SBVAAfc1CoQSJw0coKqVqDr6yITUsO3CtlIadFM3eMjGS8OrIlC7/7k4be+Sz9dgfe1Z0IaBLE1nNRld6745wjpJeU4mJlTLtu1Tm5Lx5psYTWbcO4WnCFO8oCanp6EpuciYdj5V/wvi72GMhkpN7JIzzA54mfu5aPvmuRs60dWbk5nL8Rg1arpeHwgXrnFaVKmtYJ5VFM7NWa3yJzScktxtXWEpWHN8bavCceU2U8aM1zsTLmrdpFOJr99XUJH/4cCIIEbe3hXLi2nnZ92uLp7snkd6cw6iOdperKJV3W1Z79umJtasOalRtwcdPVpDpx7DROFi4MGtoPYxNj1q5Zz5Gog/SM6FnpIvtl4s+rUXyzZx1XU28jCAIhHn583X0ENZzK69fdzEhh/MYlRCXexMPGgW97vk7rGnXLzh+9eZnJW3/hYnI8FkYm9Alths8DboYd5k6ilo0VD1bXHLlyDncK7rJ+5BRGrpzD0ZuXOHrzEguP7ARgtcLlH/vSyY9PZJVvY7qf2oZ9FbX9XgYqi7cCyCkqJadIt6GlRgISCXNW7mbOlHtxa1qIi0vAN3gAbv61GRCxgrjT71Hq04xsVX2c5cfQarVln/Wi4pJ/5Hn+Kh5+53zY3p9udV1xdHGgYatwVi9ax4XIS/j4exMYUov92w8SeTSKtOR0NmdZkaHWzatCpaGoOJs/r+ykT+ue2HrL2LXsFMGhLbC1csHExJz4pMskJF/B0NCUAyd/R2ZSirIQLK0tkEqlVKseyK5DS7Czd8Xa2h4AMxMrcnLuEOwaWDZmA7kh1paObN37I22aDMHZ3htlaQkp6Te5etOYmn4NKn1WEZ2C6GppQI852ST+oqvz23/eIa6l5hFRx52Nkbe5W1zKkKZ+j5EkIiLyOETlUOSl4OEFkiCTQEh5AVutWgtx+eBgjFoiIa2aOxvuxSKoStVMHbsCv+oOAJiYGvLu5E4V7jF4iL5SlS4Hkx7epJXoFmApd3LJU2Tyxsdh9KrvS1JmDm/NPIG9mSNDOzZh4BeLmfbbNnq1CMPUyIC41CwOnYvhkyFdMDU2ZHCHRsxesxutVkuovydFCiUXYpOQCAK9WoRVWOxoCpTUlOn/iwqCgEajRaPRLer2/rRIL54OwMjQ8JFz2S7AkTfalMdMdHz3+TISPmzNS84tJiohh7quJs8ltzIqTUxgUwNN+GRiH4iZvHr0Ggvn/YJKpeb2d+Vp58+cjCL2xi3O7opm1oy5dO/dGW9fLwDCm4QhrBCo4fH4rK8vOoWKEt5u3plAFy9KSpV8vWctfRZ9QeTHP5b1mbz1N6Z3H0agixcLj+yk7+KvuDB5Pi5WtqTk3qHHgs/pF9aC+f3HEpeVxm875yExlhCfcoOTF/dTFyhV63boU7MS2X1iI9bZ8ZgIcpIzbvNNjxHczEjG396JepZyUjLiuLH4BIYKgcgrRwkLKLfOLtz4DQ42zhgbmHD68mGdQlujIR0a90Yi/LcrLj0cb7Ukf2yFPnPzJ5OTvYaSWXNoH+qLt7cHey62YNuBTVyfPxiFQkmr7ks5fWozYWHBeIcmU92/CWdSPuWtNwdxI82Pz+bpu1D61u6Fb+1ef/vzPQsPv3Pu5uSxds0eijLrEhHmTU52LhmpmYQ00iV0MTI2pGaQP/u2HeCOzIwMdfk706TIlDsaezJLcshPm4K2wApBcKJheAcAfH1rcfP6VVZvnoVKo8Dd1Y9e/Yay5Zc/2bR8Kw1bhmNj4oW2yAxB44WiRIGhkSFmplbk5GTh6VZLb+zuzjWw9HFn37Fl3C3IRpITgIXUECsL+39o9l5e/BwtKFKqib59B09bM87GZzGkqR95RUo+XhvJtnFtXvqNPRGRFwFRORR5KXh4gaTNU0J+KRZOpigVKkqu5aItVZORPJVAt08Y5GFHZloeipJS9m+LRlFSSt0GTxfgXyGzpxrUOXdZsuEPftuowVBqQEGKAZ+Pa0l1dyeWThjKjxv3M3zGL6g1GtzsrWkVWp7Q5e0erbCxNGXZ7uN8uXw7ZkaG+Hs4MaRjk0oVrOKsAlwzK68HGFStGlqtloycbJrWebpMZ5FXL+PlonPTKSwu5mr8Lfq27fBUMh6kMrc3tUbLrSrG/jxUmpjgXntlODs76h2bW5pTWFBIRnomgiDg4eWOQqkgNT2VH5bOwd+jJppHexe/FHSro5/sYH7/MTiPf5XI2zdwtdJZt0c06UDPujoFbWaPEey7Fs2iY3/wacRrLDy6EycLa77vPQqJREINJ3cy8vpw8Phq2gc3JaJxb15dOh1/qc5uuPv4Rjo07sW3+7cgv5vAmj2LeG/ANOQyOUZyOb6u1WjfoCsXD5SQk5TE5gPLsDSzpnDNYa4uXAmJySTbm+AyohujxnxMalYia3YvRL38KEWHL1KQkIyxoz0+vSMI+/x9ZEa6eKyCxBSOvTOFtKOnUZUoMPNwJfST9/Dr14VVvrrkUJvCOwPg3LwBnfev/Ufm/6/kwXirR2HVrAe5wLDh48jNvUvdurX4Y+dKnJ0diY9P1Ovr4eHKhvWLeP+Dz1m4cAWhobWZ/tVEBg56p3LhLxgPv3NUSDBVl3Bt7wES9+3D1NyEwJAAGrYsT84VXD+Ii2cvc1FiqVfhWSPRYF1kgLTAAElubewcbWkytBE2djYANG7diJzMXNKTpFCqovOAkVjZWDJotD0Hdh5mzeJ1qErV2Fs3wsvdG9m9zTprS2eMZJbU9m+mN3ZBkNA8vC/Nw3XWr19/WI67t1tZAhovt0CmvLPhb5m3lx1rU0OWjGjMsEVHKSlVM6CRL+1qu/LWrycY2qwad/IVNFiwnUKFinfa1uSNlv6PFyoiIlIBUTkUeSmobIEkictHcTUXiUSCobmMgiAFmtv5jGjmQ8HZJGbtu4REIuDqacfoKV2xsjV7xB0q8rCVSiuVU5RgS1FeKUZSCfYelnw4ug4R7XRuLLW8Xfn5/YGViQJ0Vr/+bRrQv01F16HGM/ZXWPxpNBCdUHnJBz83D3q3bsfb33zJtFGjCfarTk5+PkfPR+Hl7Ernps2rHMe3K5dha2WNk60tM5f/ioFMTq9Wbavs/zgqs+ZtTrRHAD4BAmuGEFjzr0nVXdnnwFgu5cP2ukXAg9bXDuTiL9UvTixQnn32Plt3beWjaR9Ss1oAreu3+1fsPN/KSmXajt+JvH2drII8NFotGq2GpJzMMuWwvld5OQSJREKYZ3WupemUiJj0JOp71UAiKV9FN6leh73HVlFcWoq5qSUqpNxPGdy2QTd83Wqgke4mW2qFaU4qdwvvfXalBjQL0W0+XJcbYWVuQy3fEE5OnI7B2SSazP2CP+L2IrmWRM636ykOa0VQRGvOXD5M7tmLtF08E1NXJ3Ku3ODIWxORGhpSb6oupvbo25NQlyjotG8Ncgsz8mJulY2328ltbG7QmVd2Lsc2uCYSgwcdYF8e7sdbPehVUKhQkVusv4shyOQE9hhSafZGLy93NOpkvbaIiDZlmU3vM2BAj7949H8PD79zigUZf0o9EKBC1uX7FOQXYGhkSLGpA+SVZx8rMSomVVpEgtCg0rmztbdh8DuvVWi3sbeh5+Cqy9107texQluf4RUtsUPGVP2dIVKRbqGedAv1LDs+dj2dU7cy+aZfGIEfb2LJiCYEuFoROmUrDf0cqO3+dLWERUREROVQ5AWisLiI0d9+zObDf2BqZMI7fUZw4uIZbC1tWDLpO1SqUsb9OJ2MxGOgLsLb05c5YyfRLrwF8amJVO+tSwYzZpauBMLAV3qzZNJ3zzyeh61UglQCDR1xtTKudBHxPFQVV1SoqDrr5o8fTmTWyt/4bOE8UrIysTa3IKRGzcdaEj8dMYop83/kZlICNTy9WfXFN5g+R6bCp7XmPQ+VLZTvxxo9bH1VqDScuHUHrweyOt7HwdEerVZLQnwivbv0pneX3pSUlDBj2nc4OL587l0PuyRnFq3B39GRH/q+ibOlLTKJlLDpo1E+YRZXXSzao/tIBKGsroyTnS5xR6lahUrQJVgqKMq/L4wDZ7Zz4cYZuH4KoUBB5hUJ7huO0WbPapybhsPG0zj5t8JR4sXlecvwiGiNuakVJT1DcLqXgdPcy526E97mwuyFZcphQUIy3j1ewTZY5wps4V2egt7YXmf5MbK1wsTJ4Yme+0WlW11Xvc/ww5910N8k+bfzNO+cUmUpudl5HN93kjrhQfi6Va8wdzKJwIft/htz929CqVLz9rKTLBjaiFuZ+ShVGlrX0sWUN6vhxOGYNFE5FBF5BkTlUOSF4aMfp3Lk3EnWfbUYZ1tHvvptDkfPn6ZrM53VYevOb/EwTGHl7MW42juz6+R+uo8fyvFFOwj08WfNlwvpO+kNzi3fj42FFcaGz5cK/HFWqr+SyhY7pjUG4PrQYuenjyaV/S6XyZgweDgTBg+vVKaHkzPZe49WaK9fK5Cji377C0at45+cJ6i4UL5P5VkdtczcHVOhv529LQG1/Nm0fjvde3fG2NiIPTv3YWRoSJ0Q/ZqNLzoPKwqJOTlkl6QxpEFfWvrrYq7OJcai0ujPzZn4GFpUDwJ0yuDZhOt0Dda5o9ZwcmdT9DE0Gk2Z9fDErStIELAw1llj7cwsyC7KxwnK0vJfTI7H19q6TKaBVIZQkMKR6Mt0avYqaR5pqHLzsZa6UqxU80fHQbqCoqpSsgSBOxow89T9rQRAdSyGLd/04O7N25QWFKJVq9Gqy5PiBL4zjCNvTSRx9yFcWzXGq1t77EOD/oZZfrF41CbJf4GneeecOHCK4/tO4ubtSpO2jTA00sVk35+786qe/6m5e9moKvEQwPRtF2lZ04lwX3vOJWSj0pR7hShVGtSaKgoei4iIPBJRORR5ISgoKuTXHWtYOvl72tTTxWgsnPAt3t11VoPY5HjW7N3CjXUn8XDSfTG81XMo+yKPsnjLCuZ+8BU25rp6gQ7WdthZ2Tz3mP7JBdg/rWD9lbwoC9WqrK9Vtffq141tW3axbOkqVKUqPL3dGfrGa8jl8r9zmH85FTK4YoiAEfP+x95ZR0dxdQH8t5JNNu7uIU4IEDy4a3GnWFugLVAoUhw+ihZK0QItpZRCcSiuxa0ECxBCEhLi7u77/bGwISEUl9L5nZNzdp7NfZOd2Xfn3nfvmcP0ru1ObEYK0/ZuQCounzJl3YXDVDG1xNPCjp/PHyYyNYnPGrYDYFjD9vx4Zj9jdqzB1bQOa874E552nG4mYs5eOkPojXtcvnAYcRUHutoYcC82knHrFhKUlUpmZDAOHkpLoq2hKRmxNyjIyWPIpz1oHSrFStcEUboucqDN3vWs3b2GYs189LSNuHD8JIUlkfQBCu9GUrT4ACfspdw3ysW0lgPd7BuQsKps36DbJ32wbtOEqEMnifnrPHsbdqP6pC+oNfPrN37d3zVPe0nyX+BFnjmN2zSkcZuGT/T/r167fxOV7cWfvPs2AC6mWmy9HMaVWco9xa7mukjFIn46FYSHlT6nAuOY+tGH/6JIQOBNICiHAu8FoTERFBUXUdu9uqpMS66Jp6NSOboRdAeFQoH3x83K9SsoLKSZj+8bk+ttLSLeFwXrZXkfFlsVra8npco9dY9bX3v27ar6LNeU0+ux438rT0TyFYnQkbUgq+AidRaMwtHYgvldhtB//cJy7WZ3GsjKU3u5GR2GraEJWz6ZjJW+MgKwpb4Ru4fP5MstP7H+4nFEqKMucaIg7S6FOgVEFxuxe956/rdnLVBEpxVTaWjpQCcHF8KjggFITUvGxbAmRwNO42igRa5vfSzJpzAhgjSNXBzUJGRHxFBsqEWqIosSWRHf//onioeuqhHHz6OrI2PQ1g2YmVly9vwxjo+ZRTXKK+/a1ha4D+uP+7D+3PzuR+4sX0+tmV8jlinbPW5pFPhweB+eOQJvlsq8QfKKSvjuyD1kikIW9a2Njlx5n8tlUn4d1oivfr9MRl4RkzpWw8fBuLJhBQQEnoGgHAq8Ux65jIRHKxeUJ+4mMszK7ol2pYpSRCIRF38++ETqhld1H31feNOLnYbVa1bqZvqqrFx1Fm1tdQYPqvvsxm+Qf7P19VWozCVZJrHCwWhgub2xCYu2qT5nL9sLQO9aTZ86bsMqnmirdcZYXjb2/btn8alphYZBOpuPr+SbzkPY9devdBOps3Kicn9vYkocP/wxjT1nLrD1QhSy0EsYfDSQzpYpFBffRkNLnwcREdi0q8rliXPQrm9Djq2CWjYuFJ24hkgsJlJDTrwoG6OsQvTuJaJnYE2NNE0ysuRA2b7Ji2NmYtO2GXouDhRmZhN19AwGHs4AyE2Nkcg1iDp2Bm17a6Qa6sj0dF/6OgsICLxdnub1EZeRX2ngoTZeVtz7rvubFktA4INHUA4F3hmPu4xI5CYgkvDtjsOYGlvSpYYVufl5BIQF4WhlR3XnqigUChJSE2las3JLoUxNGY2wpPSfQ74LfJj8262vL8uENq4s3HaTmlmFHNNSo0gsem1KccXFWXZ2IaeuFVDk2Vm1OJs9/WtaNCvLG2pqZMGFP0+Ta29ASWY0BTILzqcp79mOuWkYFOUQ8PcFPlu8GbMWiWR9uwjDwznkGcbywNsD7wkjCLjnz1/RgRSZ6ZA/dDTSUojWUxBhUkjTqLKXQYpSBRe+mkFOVBxqOlpYNvel/uLpAIilUnyX/o9rc5ZxffZSzBvV+VemshAQ+K/yNoOdCQgIlCEohwLvjMddRsQSDTTNfEkO3cX0zQa46Ldh/m/LVBZDF1tH+rbuyqdzv2bhyOnUcPEiLSudM9cv4WBlS9cm7bE1t0IkEnH44l908G2FXF0DbU2tZ0gh8CHxX3E1W7r0HBYWuvTu7U2XGlakxmZy7dA9RCjdaF+XUlzp4kwkKbc4E4lEqtxujxWSkVuICAWPhz090H4QotJitP+6gFgspurIIfyR+Dfp6Sn8uHyHqt3to7sQiUSMP3vyibE1NMrO7bt89j/K7/ZpX9w+7fu80xUQEHiP+K96gwgIvGsE5VDgnVHRKqHr0J2MkgKCr/xA66BfGN3rUxLTktGQKaPLrZuyhPm/LWfKj/OITorDUFefWu7VaVpTGWHRysSCGZ+MY8bP3zF84QQGtO3xSqksBJ6ksLCYP7Zc4/qNaGQyCc2buZSrz8kpZPuOG9y6FUNRcSlOjsb07lUDS0s9VZvQ0GT27L1FeHgqWpoyqlWzpFtXb+QP944EhySye7c/sXGZiEQizM11GDigNlZW+m91rv8mGjobcw24PqMV2trqr23ccS2d+WbPbYpKyqL+icU81+JMT1ONdLEV0pjTUJwHUqVSZ1IcTk5pKY4OLk/t6+5WDYVCQXJKAnVrN35qOwEBgQ+X/6o3iIDAu0ZQDgXeGRWtEmKJBgauQ1V5BAsKC1ix4xfa1lPum1KTqimVv0/GPXXMqYPHMHXwmDcu+3+VnbtuEhiYwPBhDdDXk3PgUAAh95OoUV0ZnfK3jX8Tn5DF5583REtTxp97b7N85Rlmz2qPTCYlJiadZSvO0KmjJx8PqE1uTiHbdtxg4+9XGD7Ml5KSUlavPo+vryOfDK1PSUkpkZFp5ZKx/9fZuPEaISHJhIQkc/asMun7gAHK3JbR0Rns23eX2NhMLCx06Nu3Bra2ZUp1WFgKe/cGEBGRjqamGl5eFnTp4qlSzJcuPYeZmQ7q6hL+/jsSsYYaKECqUOBeUIK58yjEYhl+BwKpYaiJnd3Tc4i1cDdjX6oritCdqN/+kcIqPdFQ5CEP20D95h9hZ+v01L72ds50bN+LqTM+Z8LXc/Fw9yYjIw2/a+extrKnVYuPXselFBAQeM/5t3iDbNy3jdNXLxAZF41MTQ1PJzdG9BqCk429qo1CoeCXPZvZd+owmTnZeDq5Mm7QlzhaPxlnQUDgXSKsuATeGRPauCJXKwuvX5QdSXHqVT6uqcmN4DsMnTuWrNxserbo9A6lfHGWbh3G9hMLn93wX0Z+fhEXLj6gW7dqeHpYYGWlz6CP6yB66DaYkJiF/61YBvSvhYuzKVZW+gwdUpe8vGKuXIkA4Njxe9TysaFVSzfMTHVwcDCif18frt+IJjMzn/z8InLziqjmZYmJiTbm5rrUqWOHhYUQSOQRPXtWw8HBkHr1bJk3rx3z5rXDwEBpldu37y5dungyaVIztLRkbNjgp4r+GROTwYoVF/DysmDKlOZ89lldYmLS2bTpernx/fyiUChg7NjG/C0VUVRSSu28YjRKFfhH7eRywiHu5RayfPl5MjLynypnNWs95veshV7TWYiK89D8ezqa/kvwrdOAObNWPXOec2atpmvn/ixZNoOOXWvxxVe9uHrtApYWNq9w9QQEBAReP9fv3aJby46snbGEFZMXIJFI+GrhFDKzs1RtNh3cwdbDuxk78HN++d8yDHT1GbNwCjl5ue9QcgGBJxEshwLvjIouIyY66uSHn2PKoj+QSqR4O3twcuUurE0t37GkAgBJydkUF5fi+Fh4cA0NNaweuozGP3QDdXIsq5fLZVhZ6REbnwlARGQaSUnZXL0WpWrzSHlJSs7GydGY+vXtWbbiDG5uZri5muFT0wZDQ823McV/BXK5GlKpGJlMip6eMjhLQoJyAdKxozsuLiYAtGvnxpIlZ0lPz8fAQM6JEyH4+FjTsqWzaqzevauzYMEpsrIK0NFRuqMaGWnSvbsXAA9yCjEqUaBbouC4thql1T4D4LpCgY+RFleuRLJ3599PyHj2xH3V5y41hgJDnzqfebPXVFqupqbGlyOm8OWIKc97aQQEBATeCUsnzi13PGPEBFoP68Gt4AAa1qyHQqFg+5E/GdCxJ81qK/NuTh8+jg5f9uX4pdN0ad7+XYgtIFApgnIo8E550mXk6YvIlyEg7ALr90/mu1EnkYilJKZFMvuXbjT07k6fVpMB2HduFRHxAXzZfQVbjs0lOPIqmbkp6Gub0qBaF1rU/hixSGlk//3wLLLz0nGzq8sJv40UFuVTrUpTerf8BpmaBr8fnsX96Ovcj77O2ZvKABv/+2wfRnr/TgX3UaqR2PQ8HDXVqPIPbRX/UPcoJIlCocC3gSMtWzy530z/YZCTwQPr0qK5CwEB8dy6FcPefbf5fIQvnh4WLz2P/wpWVmV7Ox8pjllZBRgYyImMTCc5OYdr16Kf6JeUlK1SDh93Q7XUl6OemI0EaJVdpCoXiSAup4ikpJw3NBMBAQGBfy+5+XmUKkrR0dIGIDYpnpSMNOp41VS1UZep4+1aldshdwXlUOC9QlAOBT5oqljXoKikgMj4QBwsvQiJuoa2XJ+QqKuqNvejruHh6ItCoUBP25ShneajrWlARFwAW47PRUuuRwOvLqr2odE30NMyZlTPH0nLSmD9/kmYGtrSpu4QejQfT2JaJGaGdnzU6EsAtOVP35f1PvN4qhGA8JxCHIEdp0P4omcNAAoKiomNzcDERBsLC10UCgWhYcm4OJsCkJdXRExMBg3qOwBga2NAXFwGpqY6/3huG2sDbKwNaNvGneUrznDpUrigHD4HEklZZNBHQUIfWWYVCgUNGtjRrNmTKr7+Y9FHZbKyn4UJbVxZvfk6BSK4pKncl6ghFTO+tSstPcxUexUFBAQEBMpY+vsanO0cqersDkBqehoAhrrl1wOGevokpaW8dfkEBP4JYc+hwAeNukwTG1M3gh8qgyFR12hcoxepmfFkZCdTWJRPRPxdnG18kEikdGw4AjsLT4z0LKnp1oqG3t25Fnis3Jga6tr0bjUJcyMH3O3rUcOlJcERfgDI1bWRiKXIpBroahmjq2WMWCx5Qq5/A4+nGgEoEYmIlkm5euY+dwPjiY3N4Lffr1D6UPkwM9XB29uKzX9cJSQkiZiYdNb/ehm5XEqd2rYAtGntzoPwVDb/cZXIqDQSE7O4dTuWTZuV1y85OZvde/wJDU0mJSWHoKAEYmIyhD2HKJV13wUncZh0kGuR6YQlZr9QfxsbfeLisjA11X7iTyar/DvapYYVvZo4of7QLGxgqMmMnt70a+qEqam2ytoo8GpcCT5D1S81SMtOfteiCAgIvCLLNv/EreAA5o2ehqTC77/osdQ+AAoFiChfJiDwrhEshwIfPM42PoREXaNN3SHcj7pO05p9CI68SkjUVbTk+kjEUuzNqwJw7uZOLt7eS1pmHIXFBZSWFmOgW95iZW7kgERcduvoaZsQHnfnrc7pbVAx1QhAsIY60rwC1qy9gExNQrNmzhQWFKvqB31ch+07bvDj6nOqVBajRzZRWaOsrfUZP645e/fd5vslJyktVWBsrE2N6krXYplMSkJiFj/9fJHsnAJ0dDSoU8eOtm3c386k31MqWnHTS0u5G5LElrNhdKppheKffHof0rq1C4sWnWHLlhs0bOiAurqUhIQsbt+Op1+/Gk/tN7SjOxkhyVjlFdGlkwdmZjqEhaVw924ibm4mVKli/NS+AgICAv8llm1ay4nLZ1gxZSFWpmVrB0N9pcUwJSMVMyMTVXlaZjqGekKaJoH3C0E5FPjgcbbx4ezNHcQlh5FfmIOtmTvONj4EbBixCgAAIABJREFUP3QxdbCqhkQi5dq9Y+w6tYSuTb7C0cobDZkWZ29uxz/kdLnxHlcMH6FQlL6l2bw9KkuAXiISkWppwP5JzSvto6UlY8jguv84rr2dIV+NalJpna6uBp8Pb/hyAn/AVLTihskkeOcVc3a7P+e3+atSWfwTVlZ6jB3biP3777J06bmHirkW3t7/7K4rEon44ov67N8fyB9/3HgYvEYDJydD6tYVIoe+zxQVF6Imlb1rMQQEPkge35NvqS+npuw6YaHXWDVlIfaW5Z+NlibmGOkZ4HfnBh6OyjyxBYWF+AfdYWTfT9+F+AICT0VQDgU+CL78pgv6ekbMnfILUP6hba0vprpaISf8NuJkVR2xWIKzjQ9bjs1FR9MAD0dfAEJjbmJvUZUmNXurxk1KfzJ4x7OQStQo/QCUxQltXMtZqwDkapLnSoAu8HqpaMXNEYu4qKWGCHiwoAMA9euXz5VlZKTFqlVdy5XZ2RkwcqTvU88zZkyjSss1NNTo2bMaPXtWewnp/z0MXtoKJ3N3dOR67LywHrFITKe6/RnXZR5isZjW013o2+RzhrQcW66Ps4UnU3svBaD1dBe61h9EdPIDjt/8Ex25HuO7LcDXvRWzt47izO1DmOiZM7X3UnzdW5U7v/+DK6zYP4sHCUFUsfBgZr9VeNqWKf43wi6xbO907kRcQ1fTgKZeHfi6y1y05boqWRzN3JCra7Hv701YGtqx7ZsLb+HKCQj8t6jozZEdfoSruUH06T4KHS1tUtJTAZBryNHUkCMSiejVtgu/7d2KnYUNNuZWbNi7BU0NOa3qN32HMxEQeBJhz6HAC7N+xBX2zXt/3SgfPbRj0vNQAFHppaQXWXDl7iGcbWsB4GDpRVpWAuFxATjb+ABgamBLVMI9AsIukJgWyeFL67gfdf0fzlQ5hnqWRMQHkJIRS3Zu+r9WUexSw4r53byw0pcjAqz05czv5vWvSEj8oWH5WMCY5ykXeDEu3L+D2bjuFJeUcNBvK1KJlE3jTjOl1w9sOrWCI9d3vNB4v59aiZd9bXZMukzbmj2YuvFTvvl1EI0827Br8hV8qjRk8oahFBSVzxP5/Z5JfN1lLtu+uYi1sQNf/NiVvEJlDrTgmDsMW9GRpl4d2TXFj6WfbSUo5hbTNw0vN8YBvy2gUPDb2L+YN+iXV7swAgIClVLRm0Mr5zYiRSHbdn5Pp1H9VX9jF41i4YZx3A65woAOPenTrhvf/7aKT2aOJiw6lLrVrFmz83/8cfhHktLi3+GMBATKECyHAq+V4sISpE8JbvG2qPjQBkgqtEdPGq1SBNWk6thbVCUy/q5qv2FD7+7EJAaz4eA0QEF15+a0qDWAS3f2vdD5W9QawO+HZzHn154UFRf8q1NZPJlqROBdIFhx3x5OFu6M7DgTAHszZ3ZeXM/loFO0r9X7GT3L8HVvSZ/GSqXtyw7T+e3kMmxMnOhcdwAAI9pNZs+l3wiJDaCqnY+q3/C2k/H1UFoT5wz4iRbTnDjot5UevkP59cQS2vr0YHDLMar203svp8eCuqRkJWKko4wQbGVkz4TuC1/tIggICPwjFb05Yq1GAqi8OUKjA4lOeICZkRUHz21R1olEfNptAJ92G8Dl2ye55H+C9g37YKhnwgX/42w/tpZPu32DuprG256OgEA5BOVQ4JWYVPUADfrZkxqdy/X9MXg0M2PExgakxeayY4o/ASeVb8Kc6hjTe0F1zKr8cwqD5yEvP5c5S0Zx/Mxu5BpaDOgxslx9bHISGg9+QZrqB4oiSnTcCHb4hCDNVqw091C1G9Pnp3L9pBI1+redQf+2M8qVt2vwmerzx+1mPSFPB9/hdPBVLgSv3E1gwe+BBEe1RSxuh5OlLskZmojFBcxc58fVwETSsguxNdXm04/c6dncCYDdp8OYs+Eal37uhrpamXI9ZukFcvKL+HlS05e6VgIfBo8U9Mf3t0xo4/rBKu5df5yBs6kVcpk6W6+cQiIWM6ZldwY1aMPMvRvYdf0sOhqaTG7Xl561mgJwNy6CGXt/xe9BEBpqMtp41mJOl6HoyrVU9dP//JWbUfdRoMDO0IxvuwzB1tCMbquVyuCVB/coEWszessKlvcdBYCpngWpWUkvJL+LlZfqs6aGNnKZJi5WnqoyIx0zgCfG9XasW66fs6UnYfH3lPJH3iAyOZQj13Y+1kMZiSgqKUylHHraPj24kICAwOuhsj35j8oBnKzdcbJWBlI7dH5ruTYKhYKrd89S16s5rvZKV/0ODfuycutMAsNuUN21/huWXkDgnxHcSgVemeOrgjF30WXa6ZZ0neFFQW4xizucRqohYcKhZkw60QI9cw2WdD5DQW7xswd8Bt//+A2Xr/7FD99uY90PRwgMuck1/3Oqev3wVYizQ8hzm0yu13cgVkd+dzYWOm/2615cUsqwhWep5WbKwcXt2TO/DYM7uCIRiygoLKGqoyHrJjfl6A8dGNzBlWk/XeHCLaXy3L6+LaUKOOFXtscxM6eQY1ei6PVQgXybKBQK1i5bSSOvWjjpm1O7iicLZswGYP70/9HEuw5VDC2p7+bN3Kkzyc8vc49bMmcBLWo1YO+OXfh61sTN1JZPeg0gNVnI5fQqdKlhxYVJzXmwoAMXJjX/YBXDR+y6fg5tdTmHv5rPqOZdmb73Vwb/uhBHEwuOjf2OXrWa8vX21cRnpJJbWEDfn+agJdPg8JgF/DpkIn7hQYzZtko13ueblmKma8CRrxbw19eLmdCmN+pSGVb6RqwfNAGAGrZV6FO7BXO6DFX1EyFSuYaLRWJV3shHFJcUPSG7VFIx/6MIqbis7FE4+xdxOS9VlNK9wRB2Tb7y2J8fh2YG4GbtrWonl2k995gCAgIvx4Q2rsjVyntJPa83R0Z2Kjl5WThYuajK1KRqWJs7EpMY/rpFFRB4YQTLocALM3RNnXLHLr4mtB3jpjo+/3sYKGDI6tqqRdDHy3z42nEft47EUbvby0c4zM3NZvfBX5n9zU/41mkNwJxJ62jZQ5lkPSIqhOLEyyi851GipXxrl+f8FdrXhtHc4C7Q7qXP/Syyc4vIzCmkRS0r7MyVFlInKz1V/bDOZVZL21Y6XLqdwP4L4fhWM0dDXUrnRvbsOBlKhwbKwCL7zoejralGM5+3rwQsnPktv/+8nukL5lC3YQNSk5O5c/M2AHJNTRavWY65pSUhgUFMHv01MpmMCTOnqvpHR0Sxf+efrNv6O7m5OXw58FO+mzWHBSt/eOtzEfh34mpuw4Q2SlfOEU06seLkHqRiCcMadwRgXOuerDz1J37hQaTnZZNTmM+qfl+hraF8c7+45wi6rZ7Jg+Q4HIwtiE5L4oumH+FsZg2Ag7EFf96IYczWM0SlhgGQmVeKpkxdZW2siIG2CcmZZfuCCoryeZAQjLt19dcy51sPrmBj7AhAbkEO92Pv8lHd/gB42FTnftxdbE3f/ssiAQGB8ryKN0d2XiYAWhrlPam0NLTJys14/cIKCLwggnIo8MrY1TAsdxxxI43kiBxGWe4pV16YW0zSgxdL3F2RqNhQiooK8a5aT1WmqamNs6Ny32BYxD3EYjFzBvVgyYkw5UPb2Bh9Ww90S9/sZm99HXW6N3Nk0JyTNPAyp4GXOe3r22JprEVJSSlr/rzLgQsRJKTmUlhcSlFxKXU9TFX9+7SsQqeJh4lLycXCSJMdJ0Pp1sQRqeT1WzxLi4sRSyu//XOys1m3YjUzv5tHn0HKPVIOTo741FW+FBgzeYKqrY2dLSMnfM3aZSvLKYclxcUs+WkVunrKKIr9hg5i++9/vPZ5CDw/c+btoHvX+ri7W1d6/L7hYVEWfVUkEmGsrYu7ha2qTE0iRU+uRXJ2Bg+S4/CwsFMphgC17V0Ri8QExUfjYGzBiCad+Hr7arZdPU0jZy/kUkeW/ZVIXlEJj2yBEak5WCbnPFWmOq5N2HNpI029OmCobcJPRxdUajl8WdYeWYCBtjGmepasPjwPqVRG+1p9ABjaejz9FzXmf1tG0qvhp2ip6xCWEMSZ2weZ2W/VM0YWEBB43bzynnxR+UMFSk8FAYF3jaAcCrwy6lrlXSsUCrCpps+w9fWeaKtl8Pw5twat60aXmr3p+jC1hMdUC8Y3nPKPfR65fH1U3YrutexV5QO/lL2Vh+6iL+sztIMbZ27E8pdfNN9v8WftxMbcfZDGuv2BzBjig6utPpoaaiz+4yYpGWXumO72Bng6GLDrVCit6thwOzSVH0b7UlJYxI0ftxJ+/CKFOXkYOttSc2R/TL1dib9+lxMj59Lj0Bo09JVvIbPjkviz+xja/fItRu6OqjbNFk/g1i+7SAuJoPH8MVj7Vp4bLzgwiIKCAho2a1xp/cE9e/ll5RrCQx+Qk5NDSUkJpSXlAwBZ2dqoFEMAMwtzUpJebN+WwH8bNUmFwFYiEWoSaYUipcunQlldKY/KJ7TpTfeajfjr3g1OB93kROA21CQNkIrLXLtKS+FGZNpTZfqs9URiUyIYvbYnmuraDGv7DYkZcS8zvUoZ23kOi3ZPIjwxmCoWHqz6fDea6korpquVFxvGnmDF/lkMXtqK0tISrI0daOH90Ws7v4CAwJvnUeqZnLwsdLUMVOW5+dloyV89LoOAwKsiKIcCz0XFZK//5D5h663PlZ2RaBupo6n/6gmYH50b4MfLKUgkatwK+Bsby4fuV3k5hIQFYG3piJO9O6WlpfjfuUyt6sqcbdk5mYSE3aFLu0GvLMvTZKt4XdztDRjR1ZMhc06y63QYOXnFtPCxomsTpcwKhYIHcVnoapbfm9SnZRV+2nuX1KwCfNxMcLTSxe+HjUSc/Jt6U4ahY2VK4JZDnPx6IR9t+/6FZL3x4xZqjuqPjrU5apr/EA2twp6qx7l+xY8vB37KmCkTmbGwBXr6ehw7eJg5k8sH8ZGqVbKIL336uAICj99LpaQhkxg+u9NDXMys2XLlJNn5eSrroV94EKWKUlzMyiyjjiaWOJpY8lmjDlhNmEpJafBD5VBpnc/TnEqBqHx6kLkD16k+a8t1WTT093L1j6KSPuLYt8FPyOf3Q/n9tupqGtxZVfZiqI5LE9Vxs2odnzrPqnY+rB25/6n1G8Ycf2qdgIDAm+NF1kh62oZoyXUIjw3GwljpDVFcXER0QhjNanV6m2ILCFSKoBwKPJOKyV5j0vOYvPv2U9vX7WXHseXBrOp7gY+memJorUlaTB43D8bQZKiTKmLpoHXdcDJxQUeuyw6/TYhFYj6q0ZPxbaYjFisXa9cj0th5/TaKkvGIRZBbvBaRiZjJiz7BQN8EU2ML1myYS2mpUjY7G2eaNezE7MVfMHPCanS09Vjx8wy0NHVp36rPm70uSdlMWHOZBx3d6VXPlsiEbO5FptO/tTMZOYUcvBCBX2Aihrrq/HYoiKjEbDztDcqN2amhPXN/u84fR0P4dlgdivPyCdlzgnqTP8PaVxmFsM7ET4i/dpfgXccxr131ueWt9kl3LOs+PYn5ox+3mMRUkKixauM+Fs8eW66N36W/Mbe0KOdaGhMZXXGo/yRh8RGsO7qJqb3HoqWh+dbPHxoaz/kLgSQlK/esWFoY0rpVdYyNdZ/R891T8V4qLC7lUlgKf96IeS63re41G7Po6DZGblnOxLZ9yMjNZsLOtXTwqouDsQV5RQX8b99GOnnXx8bQlKSsdMSiRBQKYwDEIm0AShRRWOi5kFOQh5a6kENSQEDg2VS2Rpq+5wb5eYk0czVFoVCQmZNOQkoMcnVNdLUNqOXRmEu3TmCoZ4qhrgkX/U8gk6rj7ihEGxZ49wjKocAzqSxvYF5RCYuOBtGokvbqmlImHmnGrpm3WDvwEnmZRehZyHFrZIJmBbfSA/67+bjBp/wxfD+BcQFM3P4FnpbV6ODdFYDDd+LIK7IBpqEpGUtB6UBK7NwwEG9mzLSeyNU16dv9C/Lyc1Vjfjt5Hd8tH8eoyd0oLMynulcD1izej8ZrXuw9cV1EIorzS1j1hz9rN/tjpK9B50b2DO/iSW5+EVEJOQydewoNmYTuzRzp3Mie+1HlN59ry9VoX9+Ww5ci6dDAjqzoWEqLSzDxKnN9E0vEGFd1JiM85oWUQ0M3h6fWlftxk8kRVW/NthXfI5WpMaJfB9JSUrl9wx/HKlWIj41jz9Yd1KxbmzPHT7J3x67nv2gfED8f+R0zfRM+qteWxDMXuNqqO5Iln74zeQqLiqlTxxkzUz2Kiks4fz6QbTvOM2JYWyRvYN/q66SyZ0xxqYJFR4OeSznUlKmzddh0pv/5K+2WTkJdTY22nrVVUUclIjHpedmM3rqCxMx0DLR0qOPgTkCMM/nFIBJpIRXXpLjkGuEpF5i8O0yVykJAQEDgn6js+aUjTSci+BQbHjoSnL95lPM3j1LVqRYdGvWlbtVmFBcXcfzybvIL8rA0saVX62FCjkOB9wJBORR4JhWTvT5evuBO5S5QuqYaDFldp9K6x3EydWFUy4kA2Bs7sdNvM5dDz9PBuyu/fbobh0kHH7Z86Iev0ASJKen2Y3mwtUOlY+rpGDB36vpnnvtVeeK6SMUoLLQoAe4vKC+bnrY6ayZWvoevIklpeXT0tUNTQ0rBIxfPyjZUiUSqaLCPu4KWFpc82RaQyp/+o1Pxx03UoBeoa7H1x5VsX/QtxqYmdO/Xh4HDhjJi7ChmTZxCfl4+jVs0Y9y0yUwdM/655vahcKplVzS0RTBp2LsWRYW7W/nAMp061mbR93uIiU3F1sb4jZ+/tLSU79et4vTf58nMzmL5jAXU8Hy6pfpxKt5L6tL2T5SfnbD0iX53Zv2i+uxhYceuz2dVOr5MqsaaAWOfKH/cFczeqD4T2gz+4FOECAgIvF4qWyPF5hqw5p4y9VBliEQiGtZoQ8Mabd60eAICL4ygHAo8k2cle30VXMzdyx2b6pqRmpP8Vs79qrxu2dKzCrhwO56z/nEYeRjjMOkgttpSPpNKSLoVhI6VMrJpaUkpyXdCsG/dAA0DpctgXkq66nNaSMQLn7vij5tIJEZUqxOiWp0Iq/DjNmn2DCbNLr/HcOCwsrxwX0+bxNfTJpWr7/VxP3p93O+F5XpfScpIIVOiTmDQNS4HXUM7KJoqD+vi0hI4dv00CWmJmOob06V+e6yMLFR9IxKjOXr9FDHJschlGrjZuNDWpzkaMnWuh97ioN8JJvccjfSx4Cvbzv5JQVEhA1v0eqpMqWnZnDlzh5jYVHJzC1AoFCgUkJmZ+9Q+r5NLN/w4dPo4y2cuwNLMHF3t5w+s8K7u81eONiggIPCf531epwgIvAzvt6+RwHvBqyR7fRZq4vIBWR5POP0i57555DZDDUdR8tBqFheSQD/ZMH4ZuVnVZtv0Pcxrp8yzF303lu86L2eo4ShGWI1jxYCfSY9/sfxCr/u6dJp4mPErLyE21iSxoBgFEJFdzBULZy4t30zMxZtkhMdwZdF68tMycOnWEh1rMzTNjLj1yy4yI+OI/fsWtzf8+cLnftqPmPDj9iRXPhkN/sGYnLpN9c9WUP2zFXR1VEbmlUcn83fLnpj0nUXdZUfRjkph+7m9qii6QceOcbJFZ/R7TaXGlM3UPxpMfEwEuy4eACB92AxMfz3KqS/G8qeZG3stPbj7w48EhgZguekke0xcOODkQ/imHU/ItX37eXJzC2jfzoehg1vw2SetEItFlJQ8f6L1VyEmPg4jAwO8XD0w0jdETVoxEfzTeZPPGAEBAYE3ifD8EvjQEJRDgWfSpYYV87t5YaUvRwRY6cuZ383rpd64/3kjBt8FJ3GYdJAbkemEJf9z3sPHz61QSDDUklZ6breGzhTlFxF2TWk1CzwbjI6xNndP31O1CTwbjEdjF9Li0pndYhE2HlZ8e2EKUw6PJT+7gMXdVlFa+vwL6dd5XQDOre6CYTVTivTK78s8aOeNv5Etl+au5eCgKaSHRtJ8yTdoGhsglkppNHsk2bGJHBw4mVvrdlF9+NOtS09D+HF7fqovmYNRvVoUtqiN+p6ldIq8haGjMgqtxe6LuP1vIm2unEDL1BSDFbtJSk8mMzeL9NuB+Pf4DO3mDWh37TSNdm6gODgc583nCYi4R3ZeDiKRCIO/g0goyKTF+UO4TRjFnW9mY7fqINY1atLy0lHsBvTi6ohx7Dl2U3UvNZ1/guSULHwbuOPoYIaxsS4FhcVvLULs3B+XsGLjTyQkJ9God3t6jhyMQqFg894d9B49lBYDujBo/OccPXdS1Wfm0vksXrcSUN5LHYzuY/NgFer58ap7aeNPkzh27tRbmYOAgIDAy/C61wICAu8awa1U4Ll4He5XFSN6FRSXcCn02REJH5273RI76jik4VtFjYy8dPTk+qo2Gtoa2New5e7pIJzrOnL3TBCtP2/GvkVHSItLR1NPTujVcPrO786JtWewq2ZD3/ndVf0//3UIw8zGEnYtgiq1nx645WmyvS4q27tQIpaww9qb7zZVnuPRxMuFDr/NL1c24GKZxdS8pke548p4NIfnDcX9X0amp4tYpoZCXYTISB+5uSlZQSEAxHeuR/f27dDV1MFz6tecbPoRamk5ZOfnEL1kFTn1PQirZUXAlZ0AqLd3x2nmJqTN7UjNUubX03F34XxzVzpZGuMyZgQ35i5CT1cft9HK/Y2e074mcNEKtvy8nxgnZa7K8Ix88nVE7D8VQP/OmmRl5fHXSX/E4reTUPmrwcMxNzbl0Olj/DRvKWKxhJ+3beT05fN8PfQLbCytCQgO5LuflqOjpU2DmnWo7lGNnYf3qsbISXmAno4uw5vqMKBLc6LiYvg+NYUanl5vZQ4CAo8IjwnHoZUrftsvUquqzxPHAgIVEVzUBT4kBOVQ4K3xqhEJJ7abycLDs9jznQ+muuacmOBXrt6jsSt3zwbR+Zt23DsXTNtRLQg4fY/AM0orolRNglNte/YuPMS9c8EMMXgyGmFiaNILKYevm3e5d0H4cftnHg9eMioyHR1nXfQqtMmzNkYiVlpgNSzMAJBm5aJQKEi7fgvNkFC8Lt9F8jBVi0IBpcBgjxZYGJoRCpjU8MbS0Jxr92/hYetCgZYGDrVqqc4hVlMjV10TWVb6Y2cW8VeujMZxaaz9+SiGBtq0bOnNzl0X39wFeQxtTS005XLEYjFG+obk5eez7cAelkydg7e7MqKupak5gfeD2XP0AA1q1qGGhxdLfllFcloq2pqaBIWFMLTnAK4H3GJAl17cuHsba3NLTAzffDAdAYHHsTG3Ie5MBMYGwndPQEDgv4egHAq8NSpaxQpKJz5RPq/Hsqf2b+bemmburZ9a797EhWNrThN9N5a8rHwca9rh0diVgDNB6Bpr41zfCamaFEWpgurtvOi/sOcTY+iZvduccBPauJazroLg3vk+8KTVu5TS/GJyksq7RSseSxlRMZKsolQB7RuS1b4evRp3KddPbmWO9OEePbGalNou1Tl75zK5BbnI1NTQqhDcpUQBIkV5l9G4EgnbMyXlouN9M6Gb6vO0KeW/7xWPXyfh0ZEUFhUyfv50RJRZL4tLijE3USrN9ta2GOoZcPPuLfR0dLE0s6BFgyZs3L2V4uJibgbcorqHYDUUePtIJBLMTczftRgCAgIC7wRBORR4a7wJq9jj1hwruRS7/CIOfH8UV98qiCVi3Ju4sO6LTeiZ6FC9rdKCYV/dlsu7rmFsZ4hU7f26BQT3zveTilbvEokEikREJESTlp1OfmHBM8cwqOGFOCKSu7JC/koKpI5LTdTVZCRlpBB48xRd67dXtfV28OSQ3wn+DrpOTdmTKUie5i76qhbmC8ln6XahHXfbRmCk/s9Wk8fvPUt9OU31ywI6PQoqtWDiTMyMTcv1k0rK9rZW96jK9YBb6OvqUdOzGhamZujp6hIYGszNwNuM6DcUAYE3QUFhAd98P4Uth7aTkZVBdTdvFk9YQEMfX8GNVEBA4D/N+7UyFviged1WsYrWnOi8YoxM9Tj3x2X6zlXuJ3Su50RqVCpJD5JVewxbf96MU+vPs6Lfz3Sa0AYdYx0SHyRxeec1BnzXE7nOu01CK7h3vn9UfKmRpmuM7YMHiOLTWfH7UqQR8apUFk/DbfxI/mrUgean7AjPFrPh8nnUYlMxDojGeu6Ecm3V1dTxsnfndvg9NNTUnxhLSyZFrUJi+5e5l7qeb4ubrgfzqy15oX4V772Y9DwOR8VjUag8drC2RaamRnxSIj5Vqz91nOoe1dh+cA/6unr0aq+0plZ392LfX0dIeon9hrG37hKw7yjp0bGIRCIMHWzx6d8DPStzspNS2DduJg2+GMz9v86TEhaBroUZ9YZ9jEgs4sr6LaRFxmBoZ039EQPRNilTjkNOnifw0AlyU9LQNDLAo0MrqjTzVdX/MXAkdYb0Ie5OELH+AWjo6VCtWwccfMtyvSaHhuO3YSsZsfHoWZhTrWcnzny/mhaTR2Pm7vJC8xR4dSYunsz2I7tYP2ctjtYOLPltOW2HdSLkSMC7Fk1AQEDgnSIohwJvjWdZxS4s6I2OlQvVPv72ucarbA9jmrURWnFpeDRRLrZkGmpUqetI2NVwnGrbA2Bgqc/M0xPZNm0PCzoupyi/CGMbQ0LqZpOys5RJQwa9phkLfChIRCJKHnPjPFOrDb2P/EKdeeuRFRdSe91S/PiTaX3Goq6hWa7vlx2HYmhsCcaWNDu5hzszF6Iz9SiuJSVoO9hh1bkdVWs0eeKcWXnZVHPwQCQ68ESdhpqYj6pbcl9X/k4szJXdexrpmRTkZfCDwyeIJGI8PY1Z+dvPAOjGl3J53WEiMuJR19agR+du1BvzkWrfYUxcLIVaPhzaspbEy9e4YZ+OqY4hOhI5+4atJPT4DbTM9Gm1YDAOTcsUxuSgGE7P/oOoS0GoaciwbGBN1T5NqFvVmZLCIgL2HeHMD2vosGCaqs/t3Yeo2b872iZG+P22jYurN6Cuq413j04vJop9AAAgAElEQVSo6+pw+aeNXP19J02/HgFA1FV/rv6+nZr9umNR1Y2424H4bdyGhr4u1jXKZLn95xGq9/qI6r0+IvTMRf5etxlT1ypoGRtSlF/AmSVrMPd0pf7wQeSlp3N98643+S8S+AdycnNYvfUn1n27hg5NlBb7NTNXcvLvU6z6Yw2f9hjyjiUUEBAQeHcIyqHAW+V1WsUqi+wZ2ciTqEaeOPrYq8qmnxj/RDsLZzPGbBtRrmzYvPmIJEJ2F4EnKamwvy/ZwJxVfacCEP5wj5/DwD7l2mjZ29KrML5cmaFPdRof2PLU8zQ7sYfcgjxuhd8lJPYBozp9ivnNM0+0+yjqNgDdn6h5fkZfH8bFlHNcTDnH+gdrAVhWYw0AAZm3mXd3FveyAnDRdmNx9RVU06+h6hspPk2R93YUGnGIivSQxrfE7VQ2YTYSBp+ax9GUQ2yL/J7M+yXM2TIfSaY6muYauNSrQj1Lb34/vJrxNtOIUo/BVl4LSbGIuxtP0nRCb0YM8mXYdxORh+Zx4PMfcetSj0aTe3B52X4OfrGaEdeXItWQkZ2QxpYu3+LVrynNZvajpKiEc/N3cHnRUT4+XB+RWEy9zwawY9h4UkIj0DRURjd2a9scK29PANzbNufMD2tp1O1TzDyUL5RcWjXh6sbtqrkGHv4LhwZ1cG2lVOB1LcxIDY8i8MDxcsqhg29tlaWwWveOBB07TWLQfRyM6xB+0Q9FaSl1P+2PVCZD39oCz05tuLjmt1f4Dwq8LKFRYRQVF+Fbo76qTCKRUN+7HndDA9+hZAICAgLvHmElLPCvRUjcLvC2sHrKd+pp5a/Cyv2/sOfiQVrXaIq5gemzO7wkc7wWUcugLn1sP+Z2m1ButwnFUm4NwNy7M5nmMZvjTS5gIDPki2ufoHioIPun36DQ5QckKXVR91+MNLIfRdZ/kusQha55D4rMFYyPGctAr884/OURBuk1wsdOh02/rGXl3MUY9zTn0FA/PA5Ycrb5VRYsmkpi89tc/yyaGkNa4e5Tlb/W76ZaoBx9ezOq9mqEgYM5Db7uQm5KJkn3ogG4seEvTDxsaTq9D0YuVph62tJkZk8KS+PZ89V0tg8bz+6Rk1EoFOSmpKrmrW9jqfqsoacMQKX3eJmuDsUFhRQXFAKQGRuPiYtjuWtn4uJERmx5xV/fpuyll1giQV1Hm/zMLOUYcQnoWVsglZXlMDVysn+5f9xz8vvJ3zHuJ0TbrIxH32VV0KjHqKxMQEBA4L+EYDkUeG9Junsev5Wf49FzEmmh1ynMTsXEoxH3D6+hpDCPiXYNmS5pR2aJMsCFVFFEt9y9+Gbe4MBnuejZeuDReypGLrUBOPttZyxqtsW5w+cAXFs7mpjLe2m91A8NPVPEpUW4nZ7Jz3nxbPWPQCwS0aGhLzUdPek2dBZXj63i1wP7OXvjBoVFRXg7OzNuQH+crJWLwjajRjOuf39a16sLwNBv53A/KpqTq1chlUiIjI+n28RJHFr6A6aGBu/gigq8LG8ziuzEHiNf+5iVoaumh0wsQ1OiiamGMjJjSHYwAJPcp9PQRGkpG+c6mU7nWxKXH4ul3Io1octx1ahDUkJf8opKEOdbotCI41LHI4ycdJxNiqsUtS6iqbgptpp2aNwooUfLXphqKKOULg1exMdaA9E5nIRFqTn2Jo60+qsOf/Y4i0KhQCQSIdPSQE2ujom7jUpeTRNl4pDc5EwAEm49IPpyED84fKJqY+SjjlhNhJWnD26dGiCSiDk4eQ6lJWX/N/FjAXEqLXuoHCjKWYufrTBUHFckEqki1aJQlIvaKvBueBREKTo5DZFYyrI9B1k2WpnSqKSkhEv+l+nXoc8zRhEQEBD4sBEshwLvJbFXD+G3Yjjeg+dj36w/ACnBfmTGBFF/wmZ8Pl+FWvh5ZtsFYKUvRwT0K9yPb6k/9YZ/T5P/HUTH2pXLSwaSn54AgLFrPZLvXVKdIyXob2TahqTcuwyAYV48xQooMbRn/fRpTBz4MVuOHuNGyD0AFm/exJ2wUL4f8xW/zZqBurqM0Yu/J79QaWGo6erG1UClS1J+QQGBD8JRk0oJfPAAgCHffIdcTUNQDP+FdKlhxfxuXqrvmpW+nPndvD7YwEEeulVVn800LABILkgEICQriPZ2TcpdD9NSb/J1sul+eAL13JriEmtPa7/G9D7YgUtV/cmQZqnG80+/wYb8DSxfvg+3M/Y4HDBlV9eT5IsLSCx4zBonArFamcKlygxSWpYaRF7blcO9O7GhXStO9myDVFNM4/FDqD6gHXpW5hTnF6AoKX2la6FraU5ScGi5sqTgUPSsLF5ojPToWIofPisAUsIiXkqewqLCZzcSeIJHQZRi0vMQSTXQtm/DjxvmMv3XTQSGBvL57JEkJCfyRd/h71pUAQEBgXeKoBwKvHeEn/6Dm+snUuvL1VjV6agql2poU23gXHQsnTGt2hjL2u0xzbjNhUnNudBZD5/UE3h1GYOZdwt0LJ3xHjQPdV1jHvy1EQCJxIhE/zPkpiSRHf+Aorws7Jr2JTlQqTAa5cWSpmHGiJ49sbMwp1XdOnQtLUJr/Sqk6iIu37nD1CFDqOnmShUbG74dPozsvDyOXFT293F342qgUpG8GRKClYkJDb29VWWFinwM5BXTpgv8W+hSw4oLk5rzYEEHLkxq/sEqhgBSkZrq8yM3u9JH+Rp5uhXM1M2WBqM6c3bEHUaeG4huoBo3aoYw0m48ARm3lP0VpfRM6syIn7pxsuklTja9xOdru7M2fjlGMpPnljHD1Ii4gCjul0rI0NXhjkiTHLGMa5euU5iTTcK9EK5s2Prq+4irWhJy7hJd+9fDc4ATn4/syoOLfrh3aMmle5doNa0VAF+u+ZLRa0eTmau0bGblZTF321yKS4qxb1AbkVjMlfVb+GLeEL6Y1p+A/UcBuBx0mQbjG6DfWx+3EW7M3DyznALoOtyVOVvnMHzlcMwHmDN46WAApv0+jWojq2HQxwDX4a5M2TiF/ML8V5vrB0zFIEoG7gORWzZg4YpxVO9Wh1tBdzjy034sTJ5f6RcQEBD4EBGUQ4H3ivgbx7m9aTr1vv4N06qNy9XpWDojlig9oU8M+5TUgBAKMlMAKMiIRyQGfYeysPkisQQDp5pkxYYAYN+6F2I1CXmpEZw/sI1bSTIMXRuQHHSZ0IhYZEmhRJQYqfrPXbaZxKQMSkoVqGmIEYlEfDNrPTY+fWnRayKh4fFUsbYmLCaW1PQs9u6/TGR8PLZ1+vLV7BXoaejg4+7GtcB7jJyygqzCbPz9wzH27I6xZ3ciYxLf9OUUECjHnzdi8F1wEodJB/FdcJK0nFJKFCXP7vgYLjpuHIw4rbLCKID0Yj/Us3TYv/0WGVHJRF4IROccDBEPZq/3YeQpMlbumkdqaBxOxY74h/vRrm8/HLSdcNB2wihND8sSc6RiKe3anWbMmOscyXajzVdJ2Nvv48cfQygoKOFwYTUaffwAd/eDrIg2RlpYSOtTF+CvDDI25fHTOTeirz5g74Q5+G3YRrVuHZBIpRzYH0OXLucA6Nv3IhYWf9Knz0XSM4oAuHo1FQODXSQklFeuZs66SbffRhLnqsEA0xZMlXagEU7Ydm5CuqGITrM70aG2MiDR2M5j8X/gz/CVSsuTlroWeYX5nPQ/iZqGOk3GDictKoa6gRo0yrHBq6sySuacHfMY0W4E15ddZ+2Xa9lzaQ8zNs8oJ8fy/ctxsXLhwqILzO4/WzX+mi/XcHP5TZYNW8aO8ztYuHPhi30h/kNUDGAmkqhhWPUTrFqvp8A/i8tbz9HQR5mexN7KHsXdAlWOw4rHAgICAh8ywp7D/xA/XzpEdkEuY5v2eNeiPBVdGzeyokVEnt2GgVPNcsEBxNKKX1cRPEy2rXi8rGKrh2Oo6+ijZ+9FStBlDAqiCMzQZvOdQuwTIuk+eTUzZFkcTy/LKXfhSgA+mhqQlw6IUJQqmDq6L1bmxkyZv54R3yzFo44ZIhEUFBRSp5oHMX4xfDWjD9uPn+Dkqdt08m2Ef0gIqyZM4PKca7T1rcfscYMBMDbUfT0XTUDgOagsN2FplJyckktEOkegJdFSJa//Jz53Gk2rqMZIzbYgSW5IqXYoRXbHqHaiDsFHf+OqVRwxNTNoOaAtVp96czMngDyLYqSH81k/YxI16tmwZcAJjrteRjPTCqlISoB7GP66m6iDUtHavj0SH1Ex66YYcF9kzTff+HPsaByGomw2f2fNhUhNvlt8jx1dWtEw0B+3Bw9wFCUhkok4Em5NdJ4b/frb0bGaB71+XsK8eQHcCQ1mv20/lvziQU5OCUOG/M2yX9VZvnElAA4OYfzxRwRjx3rQb+NKSksV/LH9HiVuOdTv0oVGno3KXYdPln1CD98ejOk8Bjory4yquVBvXD0S0xPpunQOWxYEs/XcVlrXbI1xFQcyWzsw8edlRCyMIPl2MAoU9Gg3gIEtBgLgaO7InI/nMHTZUOYPmq96djXybMS4ruPKnX9yr8mqz3amdkzsPpGle5cys9/Ml/h2fPhY6sufyFf6qFxAQEBAoAxBOfwP0d+nBQoUz274FnkUICA2PY9xmWnYOFvR8pttXFzYG/8Nk/AevOCJ6HGXZs0g8fo1ZKa5SPSK+KNWDepMnYKiFGIvHcbv2+9Iv38fXUd7JMYPsG2kVIYTrl4l8e97iKXq5CZFYKhmgsH33xDvZc74vJ1I1BTUjYpjw87T9OpQnxt3QmlcTQNSoCi/BEQgL80haML/+NjShs/Co1GzKKRT44ZYmBkxamgXYnNjCYoKJzkrnca1anDq/G30dbTZffoUEqToa2tjZiLsOfxQOH/xNl16TCXo9iaMjF5e2R85ZikpqZls2Tjj2Y1fkspyExLdkQSt1TQ+6UNeSZ4qlQXA2gOzMDOwoWaNluW6VNOvgSx4LEU22ym22oOoSB9pbBeC9bpyv5eIo1OdmHlnEj9k/MT/zizCUm7NeI8pjOz8tWqMToknWBK0kDWhy5GIpDh9UoXetu1V9W5uuuw/qVR+FAoFS5bcQ6YuYXuq0mrWqKiURYvvkZqjydHmDQG497Cvlb6c8SZ2LF8ezPTpZXsni4sVrFlTGz09pcvskCEObNoUrqofNMiejRvDGTtWGWToxIl4UhNk9Braj06zO9HMqxlNqzWlW4Nu2BjbcCPsBqFxoey8sFM1xqMgNmEJYZj+n737DIyq6AIw/G5L7733QgJJCL1I772IIAg2FERQRKqAiIqCFUVFrJ8gAgJSBelNQi+hhCSQRnpvpCe7+/1YXNgkQFAgAeb5lb17y9yFbObcmTnHwo6RnUYy7qtxlJSXkH7iPHt2buDpZkPIibjC6d/+4IIqhWVbf+OT7V9oz6FSqSitKCU9Lx1HK80Ux2bezWr8e244soGv//yauPQ4isqKUKqUKFV3Nwr8OHmQSaUEQRAeZiI4fIwY6enfeacHqPpIRnmViqOxOahTZPSYuYawRTcCxJs1nzada4lXkZrlIzG4Ru+v1lIQF0tlrj5xe3/Af8A0TN3HEv79XMryMnDvMkZ7rLJITl7MKWT6RqSpm9BcnYq8QImJeQlJKisMgOSln3HCaQEKhQwjA81nVlWupourKxdmTsOla1cMBw7D+upn6Cv06N22LUqlki9/3MiBQxep0C9GWQ67Tp+mfavGNGvRiL+OHEUf8YT6YTfwydkE+Lvx0Yev3Hnnu/Dhey9Xy45579VWF1Ra5oTk3PvEX6/VCPC02xidfdyM3MkYVKy7TdWZlHOta5zPycIQP9NGrG676bZt6WzXnc523W/5fpMmN9bmSiQSbG0NaNz4xjaFQoqpuQJphebBUXmMkrLzVagK1BSpy5mlzkep1P08XV2NtIEhgIODIVlZ5drXo0Z58N57EXy8IorNqalErcnH0FvOkG7vMfXJyew6u4ttJ7cxf9V81s5ci0ql4oXuL/DagNdqfg5WmtIYluqjoK5g64mteGboEZJojE2aHieT1uIc0oRfdixlzvA5DG03tMY5bM1vrL800jeiqDiFTdt60Kf7WmKyinn282eZM3wOPUJ7YGFswZ8n/+St5W/VOE91ObkX+WvPcAb3242JsTPpmSfYc+B5hg0Kw0D/0X1w9c8a4X8eRjpZGDK9l/8jvXZYaJgub4wmZksMRelFAJh7WNDk2SY4txX/F4WGQQSHj5GGNq20tpGMKpWaT3ZGM3hWV9rP+p2wRSM4v/wtnY6znokpUrkCqVyORC7D0MaGwoQEKtKNcOncmvi/v6dqZyFGNh5khhmjvim5n7JEQZWqhItKd8r0zZChZodZB55nLdFyJ9KsTBmYcZmwExdo2dQfiURTU81NUkbLI4dICwrmo6w8yr/9BokUJj81EgM9PZb8uJGlv2xl6sQh/LRrE/06tSHdpYis3EJaBDZiW1gYehKDB/K5Cg8fMzPj275fUVGJnp7itvvcyb2cVne/R2EUCt3l8BIJKBS6MwgMFFJ6BzsSVpBL7K5S7DsY8uozPgxs5cT27WnMmXP+judUqW58r9ja6hPSzoLPlkah30ZORbwK/X7w1oYLLBwaxLSh05g2dBqD3h/EygMraerVlEtJl/B29L7lfbRr8TZD2+fy+6Hf6d60O0sMD3P5u8tIpZq2BEQvIzol+rbnqM3RqKM4WTnpTC1NzEq8q3No79u6KU8OOIi+nsW/Ov5hMjjUWQSDQr0zsjWi6fimmLqYoVarid8Rx6E5B+n9Qx8svR/dBzTCw0MEh0K9qT6S8ZXVFAAk17cb27nT8/Njtzze1LYlLWfOurFBLSHkuQUY2mieuBelpLBld3/K8nIxsrfncEwWqCTMsfyIEj1jQotOUqmWcCRVSljFYAxb98S9+CTyjGhOHgunY5c2dMKeiMhLTNJPw+vp8QwfP57JQGJKJs16TsD5+rWOnYmkV+cWTBg9mAmjB6NWq+ny5DTMzIwZ0KEDAzp0YNjL76FU/be0+kL9mfTGFxw5epEjRy/y0y/bAfhq8WQAIi7Fs2DRr0RGJuDn58bnH08kJPhGh//EyUjeX7iC8PArmFuY0LtnK96Z8zympkbac988rXTgk7Px83XByNCA39ftw9XVjj1/ff6f2v9vAjq1Ws2Ok6s4HrkXiURCM9+O9G09msGhzmTlnOLslV0YSPNQI8fB2p8ufq0AUKlVLFz9Kp2DB9G+SR/t+bLyU/l03Ru8PuQjnG08Ka0oYfvxXzkTc5yyynJyy6w4n9QRA9uatQhrE+xqgb+dGctcYri07ca01KSk2NscdWvZjpWUhlWhNgGpkQSpQxaZqXt4Z317Qp0HkJCRwIWrFxjXaxz9Wvaj06xOvLbsNcb2HIupoSnRKdFsP7mdrydo1jHq6Zkyustz9J3fl4TMBEZ0GKENDAFmD5/N0A+H4mbrxpPtnkQukxORGMGpmFN8+OyHt2ynr5MvqbmprD64mjb+bdgdvpt1h9f9q3uWyfQwNKx7llhBEP4blydcdV6HvNyUK5uvkB2RLYJDoUEQ2UqFenOrEYv/kiBAcnPSmn+KWV8PyNacSNLdVyZDJZFQlRKLzEaztsfAUpOt9PylONq31KxXkpmYkqAyIP3APioKC2u9rreHE4eOn+fY6UiuxCUzc8GPXK2WjdTVyZYzF2JITMkkJ68QlQgUHyofvvcyLZs3YtSIbkSELycifDnOTjYAvL9wBW/PfpZ9O7/AytKUVyZ9ph3tvhSZwFMj36F3z1Yc2LOE5T++xcWIeF5/c8ltr7fuj4OoUfPnxkUsXTLlP7f/39RqPBvzN1KJjFcHvs+gdi8SdnE752OPANDU1ZTX+41lzsjFvDlkHhYGVaze9yUAUomUpt7tORt7WPd8sYexs3DB2cYTtVrNLzsWcjktlX3JXdiZ2J+sUnuMZdmciMtg09mUOt2Xj48Jqaml/P57IvHxRfz4Yyzr1v27UbRCy0okBhJKT1ah30iG6q81VKWeJubyQoInBfPSVy/xdMenmTpkKkEeQexesJurmVfp+XZPWr3Zinkr52FnYac935ETs6nM+Q0nKycikyJpYlvA2fOLWbepHes2P4GV5CwbZv/BwYsH6TCzAx1mduD932aQm76JVetD2LStJ5WVxTXa2a9lP8b1eJrXl71Eyykt2HtuL28//TYAK9cGkpN7UbtvatrfbPmrH6vWN2XnvtEUXkvQOVd65glWrg2krDwPgNj4jazZ0Jy0jKNs3TGQ1X80Z/f+5ykqStY57mLk96zf3IE1G5oTdnwW5yO+YeOft54qLAhCTSqlioS9CVSVVmHb2Ka+myMIgBg5fOz127ECP3MbjOQKVsacQyaRMj34CV70b8bsk7tZF3cRUz193g7tzNPewQCkFhcy59Qe9qbGAdDa1oVFrXribWZ1V9e+25GMm5PXjE++hpdpIS3v4no5ReU1N0okoFYjt3bE2cKQcU19KD8FenpymgX5EHnyABK5nB8q7GlnYsq+ia/Q9ZtlNU4zdfwwElMyGfHKAgwN9Hh6UBeG9etAdNyNDtXEFwYxafZXtB84mdKyCs7s+hY3Z7sa5xIaJjMzYxR6cgwN9bG30zzdvRKj+fd9a8YzdGiv+f2YNmUE/QbPIi0tBycnG77+diODBz7BxFeGaM/1ycIJdOn5BlnZ+dja1D6dz93NjvffGXtP7+Fup9XZW7rQs8UIAGwtnDgRvZeY1Is09XmClv5dtftZm9kz5ImX+GzdFPKLcrAwsaaZT0cOnd9KdkE6NuYOAITHHKalfxcAYlMjSM1J4EDGGNKKNSUlLuaFIlOnYCQv0Ewvr0Nb+/Z1YvJkP2bODKesTEnXrvbMnduYKVPO1vk+jxw6wVO9n8d12iJKAmSUnqhCP0CGOlkfs7yOuHUaRdisrjWOa+7TnC3zttz23BKJhOjvotm1/zny8k8glfrTq9sq8vIjOXxsBu1aN2bvB3sB+PvoNLKyT9Mi9C0sLQIoLkllT+N0vDwGUVSsGyzPGDKOZpZHdNYKjurQj03bNHUXx3Qdw9A23dm8vQ++XsPw8xlFfkE0p8M/vuPnoVRWEhH5A21bLkAm0+fIibc4fvpdunX6AYCExO2cj1hKy2ZzsbdtQWLyLiKifkRPITIwC0Jd5MfmsWviLpQVSuSGcjos6IiFGDUUGggRHAqsi7/IxMDW7Ov3ItuTLjPr5C72pMbS3cmb/f3Hsjr2PK8d2UYnR0/M9Qzov2slrW1d2N5rDHoyGUsijjFo10pODJ6Akbzu66LuJkFA9eQ16QozFGfPsWH3Gfq29ERdhxT81ia1JOSRyvAfM1Hb8cs4dYq9QPie71AoNL8eRoYGpEWsp6qsjINTJmsCxKXfkR3xh/Y0FuYmLP9yxm2v7+PhxI5VC+/YTuHhExjgof3ZwUHzkCQruwAnJxvOnY8hPiGNTVtujKL9M6qYkJB+y+AwJMjn/jW4jhys3HVemxlZUlRaAEBKdhx7zqwnNSeBkvIiuH5P+cXZWJhY42jtjoOVG+Gxh+nebBiJmVfILcygqfcT2uMrqypoafkLLW/qE8kmKYkv9OV0toN224kTPWu0LTZ2gPbnd98N4t13g3Tef+mlG9N6Z89uzOzZjXXeHz3ag9GjPXS2Teriw7Q9l1G4SJGZSakCZFLJPVtLaW7mTUiT16isrMTM1YMrcetJzziGp1s/Cq8lcDVpO107fIeTo6ZshqmJ6x3OeHuXY9ZgbORIi9A5SCQSzM28KLx2lXMXbz9qrVZX0bLZ25ibeQIQ6P8CR0/OQa1WIZFIibryK94eg/H10qxfbxIwjozMEzVGJQVBqJ2pmxl9fuxLRVEFSYcSObbwKN2+6I6F16O/9ldo+ERw+Ii7ebQt1CsdX4eaAVIjC1veatoJgEmBrVl84QgKiZQJgZr1QzNDOvDFxSMcz0zmWmU5arWape0HaEtMfNmmL95rF7Mj+QpDPQLvqn11Hcmonrzmb7cneOrSH1yb+woblJW0eefdO57j6VaulB/S3SaBOnf85AYGdFr85Y0A8Ztl6Jma1ulY4dGmuGk68z+/F//UDFSp1Iwe2ZNXxg2scZyjg/Utz2lkVP/ZhWVS3bV/EiSo1WoqKsuYMv4vHF2tmDyzPyaG5hSXXWPZ1nkolVXa/UO9n+Dk5f10bzaMszF/4+HQCEtTzfo2tVqFiaE5+1P7kFGoW3y+Uq245/Xnyssr+GDuZ2xet51rBdcIDG7EvIXTcXR24Knez6NGn6n9plMifQZLj3NI6IieXEorTysiN65l7sB1SKVSho0ayNwPpmnXDlZUVPDJe1+xYc2fFOQX4tfImxnvvE7nHpogOC83H2ejQBb/6sulczm8MjSYH1YvoUffzhgZ2FFWnqvZLz8SiUSKvV3NLLD/VuG1OGysQ3TKAdlYh9zxOKlUTxsYAhga2qFSVVFRUYi+vgWFhfH4eOomNrO2ChbBoSDcws19MScLQ8bqJaOIiyIvOQ2ZQo61pA3hP5+i8wIxNVuofyI4fIRVH20rqVASlXaNTWdTdAKyxpY3pjZKJBJsDYwIvGmbQirDQs+QrLJiovKzuFqUj/Mq3alJJVWVxF/Lu2/3Uj15TY6xDctajkcC2jT8XgN0O98mTk6MOnVjatmTT/dhk38wljujKc0vJSOwPRZTXtT5LOxbtNA5Jnj8KwSPv1G2QG5gQLdvv7uXtyY0cDf/UVcmF6KwvHZXxwcHeRN1OREvT6f71MJ75+Z77eWWh19V7VPFM/NTUaqUuNn54eWoeSB0Mf54jf2a+nRgx6nVXM24zPm4o9opqgBONl4UlRbwckcv3t2Wdt/rz30w51O2/rGDz75dgLunC98vWc4zg8ZxKHw7P6z6klGjw5EbeDFmuCOLFg7AzNyUYWfXEr53P839x7B53yoizkcy6fkZBIc2ZvBwzffOm+PnkBCXxDe/fIKjsz37dhzi+WGvsu3vtTrXv62U+iUAACAASURBVBqfTNPmbTgYPgsTk+vZaSUSuP4Q4W4rmUgk11MG3HSgSlWps8+/LY8ilVZPCHR9/fZNdXKr158VBKF21ftiKfmlnI8Np1mPDoyc2gJQs/eNPSScPE9pYRsMzUwAOHzuHF+uXcvZy5dJy8lh2YwZjOndux7vRHhciODwEVZbqQiVWl1jLY9CUm10QCJBIa2W9h1NR0OlVhNk5cDPHYdQnaX+/avjd6/S8ItU5rc280BnWjn250n/afXdlAaj+h/1CgMjwo5H8eOO8wxp6VGnpEKvTxxK7/7TmTpzKc+N7oWJiSFXYlLYufsEn3888X7fQp3VVnf0WFxOjYdJABYmNkgkEtLzEskpzCAzP4Wdp36vcU4LE2s8HQLZePgHyipKCPZsq33P1zkId3t/0pJXMKNbH349UUZhcR6+Vpn0CW17T39PS4pLWPHDGj5Z+j7d+2hmSSz66h3CDh5nxQ9r6NC1Lcaq/3EhKgwrG911P76NvJk+T1PL0NvXg1X/W8/h/ccYPLwfCXGJbFq7neNRu3F2vV7bsE1n5F5b6f3yJzw3ToWHoaaWjqu7E06ujrh71j5V1MoyALVaRUbmce200tv5Z51haVkWBgaaID4vP0pnH3MzbxJTdqNWq7XBXHbOuTp9ZrdjZuZJdu4FvD1v1GfMyb3wn88rCI+i6n2xXldLCbftRFSyIQNVJiTsTUBVoE+RIoHUiGi82zYHoKi0lEBPT0b17MnLixbd6vSCcM+J4PARVn20LSr5n85WKe0X7SM1v5Qyr3z0q4zqfM4Qawf+iI/A2sAIC70HV7fvftdVE4TaVP+jrtc4hLLD+3lr3HxmVVVpS1ncTuNAT7ZsXMjCj1Yy8MnZqJQq3N0d6Nu7zb9q0/RX9+DqboZCT8rev+IB6DXAh7ETmyKVSqisVLLi+/Ps35nAtWsVuHma89y4YFq0uTFyeeFsJj9+fZa4mDyMjfXo0tOdFSX52nt1Cy+iIMWTCrUe3246xEoDOb0G+GB2fdmeiaEZduZO5BZe5fP1b+Jg5UbvFmNYtHAzczZdorTkova6zXw7sP7QMpp4tMJQ/0Y9R4lEwou932LnqTVcSFhPG+sCTFwscLf3p3dTv3/12dxKQlwSlZVVtGwbqt0mk8lo3jqEK1GxdOja9pbHBjTRbYu9ox3ZWZqpoBfCL6FWq+ncTLP+sUqlpqJKBcoqJC4+lFSYklhaAoCxye1rWZqZeuDu2ptjp+bRIvQtrCwCKSlNp6g4FS+PmlOSTU3cMDJy4HzEN4QGv0lRcQoXLunOavDzHkHk5V84Fb4QP++R5Bdc5krs2hrnuluNfMdw9OQcrC2bYGfbnKSUvWTnnkdPTySkEYTqqvfFTCpVPHWlGNNLRew9txcLb0vazG3Jho+3om9643uid5s29G6j+Tsx/qOPHmibhcebCA4fYbcabZOAdntFlYqjsbWPDlQXdSWP+E3l2PQ3ZtS+tcxu2gkXYzM+Xn6SSEk6P47pT9SxAtZtiSEruwRbGyOGD/Klbw8P9m2I4u9tMVyNycPEXJ/ewwPoO1qTQOLZCTsZ0NuLpwb53vLad5O8RhDulep/1KVmFhj1HaIznXnkiG46+7i52pOdqpvBMjTEl7Wrbr0u9usv3tB5veWPW9e4A9i/K4Eefb1Y/H1P4mPy+WLRCaxsDHhyZACfLzhGWkoRM99tj42dESePpDB/+iGW/NwLL19LsjNLmPvmfrr19mTq221ISy7ii4XHqTRSgfeNkfhr8Q4U2uuR31SPHwaG8MWiEzxj05UXRgYAYGxoTmOvDkx88U0APnonDGtVW8YuCK1x3Y9erj0g0dczZGC7FxjY7oXb3u9/9c/0ytqmQt5peqRCoZtkSyKRaEeMVSrNiNz2v9ciV8gZ8d2xG+sn5QrgL1QqzbVlsjvXbmzXahHnLi7h5NkPKS/Pw8jQgQC/Z2vdVypV0KHNZ5w48x7bdg3B0qIRTYPe4MDhCdp9jI2d6NhuCafPfcSV2LVYWzYmNHgKYcdn3rEtt+Ph1peioiTOXliMUlmKq3MP/LxHkJSy7z+dVxAeRdX7Yn/4aAJAZwtDbTK8LQu+wM7bA6eAe/tgTBD+DREcPsJqG22TANVXoShVNaea1sbH05yrymzm2fRkl/QSzx38g8KKcqQyGR0c3Ym+kM83P11g/PNBNA+x43R4Bl//eA4rS30iT6cz6MUQZn96kqe6urHp53M4eVrQtH3ds/E9LlNCy6pK+N+FmZxM246+zIjeXi9zOfckpnpWvBL6JcUV+fwaMY/TGbuoVJbjZ9WSZ5u8j4vpjVHUk2nbWB/9KenFcZjp2dDNfQyDfCdrO8IF5dn8eG4aF7IOYqZvzVC/qfV1uw3avZrOfK9ZWRsy4c3mSCQSXD3MSU66xsbVUbTt4MKB3VdZvmEQdg6aDsjAp/w5eyqD7ZtimDS9JX9uuIKVtSGTprdEKpXg5mHOC6825bMPj5HlYYBapvk/otSTkuFjgLOlER27u2uv8eT14PBmqcnX7njdB+3m9ZMORlLkCgUnjpzRTutUKpWcPn6OwcP7odBTaLfdjSYhAajVajIzsmnfqTVZ0otILEy072+4+jSq5FhgGW2afV1jymq7VroPAWQyPZqFTKNZSM2p3SbGzowefklnm61NKP16btTZVn0fF6dOuDh10tnm6X4j06uDXSudY7w9h+DtqbtsoPo+AE0Cx9MkcLz29cGw1zA1cavRbkF43N1p5tP+ZStIuRjNyMXzkcpE+XGh/ong8BFW22hb9Y6uaaJmtC6VG9uPDRpPdVdGaIpwqzqc48ShTJbO1Uxz2roznt8ORvHbd72YNu8w3Tq6MqiPFwAuTiZcictn7aYrfP5BZwCUi0/j08KRi/sTyM0subc3/Ij47dJ8InOOMqXlz1gaOLDx8mKic4/TwqEPAMvC3yCtKIY3W/4PY4UF66IW8dGxUXzW9TB6MkPi88/x5alxDPZ7g/bOQ4nLD+en8zMwVJjSy1NTN++78MlklyTzVtvf0ZcZsjLiHbJKkurzthukhjqduVFja50Rr4AmNqz4/jwR57JQq2HcqG06+1dWKAlpYQ9AYkIBAUE2SKU3jm8SbItEBaaVUHh9gKvUTIahnlx7r/9co7i4EmNj3dG0mOi8O173Qaq+fjKtRIU0qA3vzPoEK2sL3Dxc+OGrFWRlZvPcuJGoVCokEgl7dxykR98uGBjq33EaKGjWIA59uj9Txs1m3qIZ2KqLSc/MRZ0Si8TMGqlP0B3P8TCqqirlcuwanByeQCKRk5S8i6SUfXRs92V9N00QGpzbzXza/+1yog4eZfjHb2Ph+OC/KwWhNiI4fMRVH21rv2jffxoJ6dPdg0kz9pOVU4qttSG79l2leyc3ZDIpiSnX6NVV98lx40bWHD2VrrPt/P4ElFUqmnX8bzW8HkVlVcUcTFzDhNAlBNlqnva/HPI5r+1pBkB6URxnMnYyt90GAqw166QmhH7F63taEJa8gS7uz7A97jsCrNsyzH86AI4m3qQXx7M15ht6eY4lrSiWc5n7mNd+M/5WmnIl45t+yZS9/24N3KPsYZzOLJHAkp97Ia/2BFpP/3rUp/4n92RNk7v78vPFFKAII4WMmUOD6nSvmoQnd7jufVRVVYn8phqrtSbjatMXlULGm6/MpTC/kMYhAfy2+XvsHTWlNabOncRH879k2qvzGPbMIL74/vZTe//x+XcfsOSj7/hgzmekJ6ej0jMEe1ekLpo6lfpyKY/eYzAJqWl/czHye5TKckxN3GnfehFuLiINvyDUpvrfkk92RpO1ZROVEecZ8ek8rN0a7t8U4fEjgsPHzH8dCfH2MMfH04Ld+xNp18qRy7H5zHi9ufZ9SS3dzpu3mJWUE3k4iRlf9sTCWpMIp0r579KtP4oyihNQqivxtriROMNAboTr9SmjKUVXkCDF17KF9n0jhRmupo1IKboMQOq1KzS11+2k+Vu1YsPlzyipvKY9x83XsDVyxdLAAaGmhjCd+eYpkt6JJVinXNPJQBkVkY21jSEBQTao1ZCXU0ZI89qfQrt5mnNo71VUKrV29PDi+SwUCinPdPdmbH9/pifuITenlEFNbySx+eca1UcNAbz9LO943btx7Oxulm/4hLikSEBCgE8z3nh+ER4ujUjLvMqTE5swf/LPbNnzCxcvn2DSmAUM6zOeC9HH+Pa3+aiiTmIvNabMuDmF1qNQS42QyOWUt+5H1P6ltV5zylsTmPLWBJ1t63cur7Ff9aBRoVAwde4kps6dBNSsZzZ9xBAG/zLpP38mDYlcbkD3zj/XdzOER1DE5qPsfmclL2x7D3PnW9eBfdhUn83gff4AWbnxeIwdi4GJMcW5+QDsvJzLZwcSHpqHkcKjSQSHj5m7HQmp0dHp5U+f7h6s3XyFgmvlNG5khauzphC8m7MpF6Ny6NXNXXt8RFQObi6aDHZFBeWYFVcQPCwAN99/Uq+XkZtXVvPCjyltHbFbJMlQ11gxerN/apHVHqRrTiu5+4JqQr2qUU6jSkVefinTZx9i8iuhJMTms/63SEY+3wQXNzO69PLgswVHefm1Zvj4W3GtsJzzZzJxcDbhic6u9B/qy8bfo/j6k5MMHuFPWkoR/1sazoBhfhgY3PiTkJtdyrIvTtN/qJ/ONWpTl+vejdLyEob3m4iPe2PKK8r45Y+Pmb5oBKsWn9Tus2zVfCaN+YDZE75BLlcQezWCN94fzNgRswmXjiY3Pxvz7BVYZC4jz0GTNOdBrBVtCA8TBOFhpW9qiKWHPTL5/Z9x8CBVn80QnH39Ye4Py/j2hxv7nXEOIcU+GIDknAKmrthDQoovKrWa5MxMzsXEYGVqiqu9mIIq3D8iOHwM1bXzUlvh1rc2XODdfoHk5ZexbWcCr40L0e7/1CAfFnx2El8vC5o3tePU2Qz2/Z3MvOmaqYvZ6UVIgOMR2XSOyUMqlfC/VZfQUzxafwTu1s0BuLOVBI8AObF5Z7Ez0kzRLa8qIelaNHZGHriY+KFGxZW8U9pppSWV10i6FkUnt6cBcDb1JTr3hM41onNPYGXghKHcBCdTX9SoiMsPx89KkygkuySZvDLd6b9Cw1DbFMkCOz3OXM3jjZd2IpFArwHeDHlaM7o8dW4bVv9ykZ++OUt2ZimmZnr4BVprR/Rs7IxY8HkXfvz6LBOf/QtjE00pi+dfCdG5RpeeHqiU6lqvUZs7XfdudGkzSOf1nFe/pcezTlyKOYWdtea7a1if8XRtO1i7z7JV79Kt3VBGDXgdIxfNd1e+ZCx2ybMoqCpA39Cq3teKCoJwez5dm+LTtWl9N+Oeq575+utmYwB0Ml9XX/ZTWZxBdtRa5lwvTbrgl19Y8MsvPNOrF9/P/G8ZhwXhdkRwKNxSbZ3S0kolXx6IYWhbZ/4+mkqndjeCzHatnHj1xWDWb41h2S8XMDbTo9hFn5Hrz+C0x5A3u/jw2idd+X1HAtPnH8bSXJ+xYxqTlHLtQd9ag1E9AE/OVWOU+QQ/n3sXUz0rLAzs2HTlS9RqTcIMBxMvmtv34ufzMxgb/AlGCnPWRS3CUG5KO2dNhsG+Xq/w9t99+CP6U9o5DyEuP5ztscsYHvAWAE4mPgTbduGn8zN4KfgTFDIDfouYj57swdWtFOqueqcCAAnEuynYt2pwjbfkciljXgpmzEvBtzxnUKgdX/7U67bXlckkTJzWkonTas80+slS3anLdbluXSWnx/HDmgVExJwivzAbtUqFSq0iIztZGxwGeDXTOSY67izJ6XHsPbIBADuVmsrr2UcdDPKZMbSTGNETBKFe1CXzdfXvej0zV2xbTdUJIAXhQRDBoXBLtXZKr2/PrTKgU3tnnWloAP17edK/l2eto46LVp2jXWoF85f2wdLWSHtMhzaPb4ettgA8JnYYhnqr+fzkc+jLjOnjNY7C8iwUUn0Axjf9gl8j5vHZyee1pSxmtlmFnkzzR8bTIpjJLb5nffSnbL6yBHN9Wwb4TKKnx4vaa7wS+iU/npvGB0efwlTPiqF+b1JYkf3gblyos4ZaTuN+mrFoOLZWTswc9yW2Vo7IZHJGTWlJZVWFdh8DAyOdY1RqFQO6PcfT/SbWOJ+tlRP6+o/u5yUID7Palq88ag9y6pLv4XH8rhcaJhEcCrdU2xeVVKnGVaLgzPlMvv206y2PrS3oqapQUpxZgrJKdV/a+zCqLQBXqQw4H/EC8YvWA1CpLGdH/A+E2GmKrRvrWfBK6JLbnrelYz9aOt76SaO5vi1TW+km2+ji/szdNl94AGrrVMikkkdqiuTNnUNHk0pIiWbqS5/TvElHAKLjwlEqq257Dn/PpsQnReLi6P0gmnxP/LbuF2xs7OjVpW99N0UQ6sWtlq8Aj1SAWJd8Dw21dJLw+BHBoXBLtX1ReSZXYShRMWZkIB5uZrc8tragJ89cwd62Vtg4mtRyxOOptgDc2DgRZ5ts0osDKasqYmvMN5RVFdHGaWA9tVKoT9U7FcrOtsy4z0/Wq08ZvZ+qdw5Tr8lwkJmydN1S3rV2Jis3ja9/nYtMdvs/V6MHT+Hl2V35+PvJDOrxIsYGJlxNvczhU38xc/ztH6YIglA/qj9IDkxOpufF83yjrnykgkO4c76Hh7F0kvBoEsGhcEu1fVG9NqJpnb6oxPSIuqktANeXS/Hz3M+cg8uRSuW4mzXm7XYbsTZ0us2ZhEfZo5wBs8YsA4mUXLvJRMatYPTU1jg7ePHasx8y59PRtz2Pj3sTlr63g+9Xv8/Ed/qgUilxsvOgU6sB9/kOBEG4nX3RcXxz8ATfjuyPnanuw+HqD5LNSkvIMTEhtoLH0qP8XS88PERwKNzWv/2iEtMj6qb2J4X9GRw6vp5bJggPRm2zDCqMmpBm9LFOEoa9K29k0z2yrvYkVgHezVg8d+M9bV9i8lX2H95NVk4mUokUK0sb+vUYSFpGKrsObGfaxNnafa8mJbDqj+VMHj8dI0PNmsiUtGQOhu0lNT0FqVSKg70TA3oNwdREUwJIrVZzIGwv4RdOI5FIaBIQQtcOPbQ1LAXhYWesp4eTuSkyqbTGe9UfJHtkZbE/oDGOVsYPsomCINxEBIePmJ5d3qNRI2cMjfT49ZeDyGRSZs4ZwsuvdGfmm7+yZlUYpmaGvLtgBKPGdKB3t/dpFODCF1+/oD1HYWEJHo4T+PnXiQwe2upftUNMj6g78aRQeJz911kGVw7EsaT7zyxMfwsTm3vboVSpVPyxdQ3BjUMZ2HsoKpWK9Mw0JNK6BW4ZWemsWr+cJgHBdOvYC5lcRlLyVVSqG+uuL0VdoEVoa8aMGEtmVjqb//oDBztHGjcKuqf3Igj1pbWnC609XWp9r/qD5DXt2mOokLFQPEgWhHpT8zGO8NBbsyoMU1NDDh17n6kzBzJ9ygqGD/kMHz9Hwk5+wOhnOzLh5e9JTc3lhZe6snZ1GOXlldrj164+gomJAf0GNLvNVe5scKgzYbO6Er+oH2GzuooASBCEGqb38sewWq3T280y+LLrj6x9feuDaBrlFeWUlZfh6+WHpYUV1lY2NG4UhI2VbZ2OP3bqCHa29vTpPgB7OwdsrGwJDW6BuZm5dh9rK1s6tu2CtaU1AX6NcXf15GpS/P26JUFoUAaHOrNwaBDOFoZIAGcLQxYODbqv/YXli7ZwcNOp+3Z+QXjYieDwERTQ2IW584fh4+vI5Df7YWNjikIhY9LkPnj7ODB73lDUajXHjlxh8NBWSKUSNm88qT1++f8OMGpMBxQKMbD8sBm/YAUfL/+rvpshCHVWH53DujI0MCQosClrNq5k7aZVnDhzlMJrBXU+PiMrDQ9Xz9vuY2djp/PaxNiU4tLif9VeQWgoNp1Nof2ifXjO2kb7RfvYdDbllvs+6AfJPZ9uy+7fjzG191Yyk4vu67UE4WEkev+PoKAgN+3PEokEWzszGje5sU2hkGNpaUxWZgH6+gpGju7Aiv8dYPjT7Yi8lMypE7F8//Mr9dF0oYEb+MYSnurRkjH92tZ3U4RHSF2nVv/64h/EHEog5lACfy89DsAzPw0FIOVcOlvn7ib1YgYOgbaM/HYwrs1uJHGKO5LI1jm7uHoqBSNLA4IGBDBwYU8MzQwAiDkUz+ZZO0mNyEQqk2Dvb8uoH4bQv+cgWoa25viWk2yau5ei2G0YWRnh1tEBVXO1TvtUKt3yPei+XSupTHfUVIJmHaIgPKyqZyAurijkxyNhlFS0YFRrr3puHTh62CKV6uPko8bORWRPF4TqxMjhI0hebYqWRCJBUcs2lUrTAXnhpS7s33uRxMRsfvlpP63b+hIQWPv6AEEQhPoybHE/PNu40ub5ZnyQPJMPkmdi6aKZorllzi4GftiTGSdfxdjKiOXPrtMGWakX0vmmzy80GdCIWWcm8tK6USSHp7HqJU3yGmWVku+H/oZXe3earxzG6ReastHOgDE/n2DT2RSU6XDwzbN0e7EzzT7zJnC6C3lXrpH1Wxnl5eXa9mVkpeu0197OkYSkhAfx0QhCg1E9A7FMCvoKFcsOxtZjq24oL6viWo4CFXWfBSAIjxMxcvgIuLmAdFFiPob2lnd1fGBjV1q29uF/P+xjzW+Hmb9gxH1qqfAgKJUqPl2xk+2HzwMwqHMorz3dDalUQmWVkmXr97Mj7CKFJWV4Otkw4akutA3WFA6vqlLyxard7D0RSUFRKZZmxvRu14TXnu7G+AUrSMsuYMnqPSxZvQeAkyvfrrf7FB4/huYGyPRkKIwUmDlosn1mRGUB0P/d7vh10YxK9JnbhcWdfiA/pRBLF3P2fHaYZsOb0O3NJ7TnGvHNQD5q8Q3XMouQyqWU5peR72/DxycSKVVIIcAWU1k563Zs49xBaDLYD5+nnLm04wTNmregfbsOfNHuJ3b++RdPdOtIZlY6Z87rrmNq07wdy3//kb/2bKVZSEvkMjlJqYl4unnrrDsUhEdJ9QzEOUUKcooUSGgY9SkuhmWA2pCs1FQqyytR6Cvqu0mC0KCI4PAhV336RnmVkqOxOWw6m3JX8/ZffKkrr034CYVCxrARYsrgw2zHkYv07xDCz/Nf4EpiBh/8tA0bCxOe6duGd7/fQkpGHu9PHIKdlRlHwmN487M1LH9vLH7uDqzZdYL9p6L5YNJQnGwsyMgt5GpaDgAfv/EUo2Z/z8BOITzZrUU936Ug6HIKdtD+bOakCRyLMouxdDEn6Uwq2TE5nFl78cYB10cVs2Nz8WzrRuvnQjk6aStBrmZku5uT6mdNlYUUY0kpeReyyd6v5uz6i0glUhJkB7THx4THEp0agauzOx3bdmHrzhulNOztHBg59FkOHtnLijU/IZPJcLR3wsfT9/5/IIJQTxp6neMr4Tk4eFiSmZZMQW4xNo4W9d0kQWhQRHD4kKtRQBqoUqn5ZGf0XQWHw0a0Zerk5Qwd1hpT0/r9Aj9+/DzlZRV07NSiTtsFXTYWJkx7thcSiQQPJxsS03NZ9dcxOjX3Y9fRi2xZ/DoONppRi+E9W3IiIo4N+84w64W+pGcX4OZgRai/GxKJBAcbc0L8XAEwNzFEJpVgZKCPjYVYpyE0LDLFjVUS/9QIVF+fOq9WqWk7tgVdJrercZy5sxkAo396ko/VSmzj87GPyaPR4URODmrELk8fOlcW0Xdc8C2P1zO8MfLQJCBY531XZzdGP/VC9cMAeOap52ts699r8B3uVBAatoZe5zgnvQRzKwMy06Cyoqq+myMIDY4IDh9y1advWI3sWWP76Quf1DguIW2Zzuv8/GJKSyt4bmyX+9DKu+Pv78nstxZjbGxI8xaN77hd0NXEx1mngHaQjwvL1h8gPDoJtRqGz/xWZ/+KKiUtAz0A6N8hhEkf/caT05bSOsiL9iE+tAvxQVrHum6CcD/cPHW+Y0oBAbZGd3W8a6gjaREZ2PpY33Y/Uz8bYu2MiW3tTOv1kbhEZJLlaUGli1mdjhcEoeHXOa4sVyJTaGqNmpg1jNFMQWhIRHD4kPuv0zcqK6tIS8tn/tzfCQn1oF37+n+yZ2FhytvzJvDBB9/h6uaInZ3Vbbc/7m7uONvm5tFEeutfa4kElr83Fnm1DIn6eppjGnk6snnxaxw9H8upSwnM/24zvm72fDNrtAgQhXpRfep8nrGCyLCrrN4WyYDWbtrEWrfTfXpHPmv/HWte3Uz7l1tiYKpPRlQWF7dF8fS3g8mOzyXs+5O87G/Dl6mFSLNLMM0u5mqIA4YKGb1ndeLs2I23PF4QBF11zUD8oMzddIHVx5NQqtUEJ1ThaVSGlZUJppbG9d00QWhwRHD4kPuv0zeOhl2mV9f38fF1YOXvk+9XM+9a1O79PN+7NXZ2VmxZ/B3+bZrj37YFjo62fP313PpuXoNRc82pinNXUth4JpkhzTQZZy/GJmNraUqQrwtqNeQUFNPi+khhbYwN9eneOpDurQPp3yGEF+b/TFJGLu6O1ijkMlQq1YO4NUEAak6dj23hRNO/Yjg8bDVHKlXaUha34xzswBv7X+LPeXtY0vUnVEoV1l5WhAwKAEDPSI/MKzlc/S2cDlnFlBspSAqwpaSnNwv7BjA41JlOXta3PF4QhIZr7qYLrDyWqH1dYCKhIq+AYmeRFEoQaiOCw4fcf52+0bFzIKWq1fezicJ9VNuaU6oqWLR8B6EOg4lNzuTXbUd5cVAH3B2t6d2uCe9+t4U3numOv4cjhUWlnI68irOdBV1bBvDb9mPYWJjg526PXCZjx5GLGBvqY2+lWZflaGNBeHQSfdoXoqeQY2F6d9P7BOFuVZ86X2xlSNgzQUiA+EX9AGjzXDOdfaw9LPmqaoHONrcWzry6/blar2Fmb8LL60fdth23O14QhPqzb8kJ5PoyOo5vXuv7q48n6bzOs1RjWFjEwTIx+0gQaiOCw0dAQ5u+ITw41TvOAOVGVpSXVfHC/J+RIGFgp1BG9WkNwDvjBvLz5S1cGgAAIABJREFU5sMsWb2XzNxCzEwMaezlpB1JNDLU49dtR0nKyEUC+Hk48OX0kRhcT/U9flgnFv68jSFTv6aiUilKWTyGqqoqkMv1Htj1GnrmQ0EQ6o9arSb+eAq9ZtRMFvUPpVp36rlN5TXK1QboFTy47zFBeJiI4FAQHmLVO84Fdn4AOFsYsn9W1xr7y+Uyxj3ZiXFPdqr1fEO6NGNIl2a1vgea5DarPhz/H1st3E/hkXv5cvlL/PjBFWQyOWlZcbz5YRu6t3uOsU9pklP9vu1DYhLPMGfCepLTo/lty7tExR1FT2FIY98OPDv4PSzM7AH4dtVrXCvOpZFXa3b+/RNVykq+e/8SVVUVrP1rEWGn/6C4tABnez+G951FSKOa/+/+i4ae+VAQhPqTcTkHZYUSpya2t9xHJpHoBIhqiYRzdva4J6hQKdVIZWI9vSDcTHrnXQThwevy7HBa9O8BwMAp4/FvK8pX1GZ6L38MFbrJZUTH+fHWyKs1lZXlxCWFA3ApJgxTY2suxYRp97kUE0agT3vyCjJ49+tBuDo2YsGUncyesI7y8mI+/elZnbWlkbFHSEy9xKzxa5gzYT0Ay1a/TmTsUSaNWcZH0w/QseUIPvlxDFdTLnIvDQ51ZuHQIJwtDJGgefCxcGiQmC0hCAJxR5LxaOWEVHbr7uzI1q46r+MtLUi2N8C+nTV5mTVnJQjC404Eh4LwEBMd54fX7le/4+Snm+7pOXMik/mj8/v4WjYn4nowGBkTRs8nXiQrL5m8ggzKK0qITQon0Lsde478D3enxowaMA9nez/cnRoz4ZmviU08qw0uARRyA8aP/BJXxwDcnALJyI7nyNmNTH7uBwK822Jv40GvDmMJDejGnqMr7uk9geb/edisrsQv6kfYrK7i/7fw2Dl1NZx5Wz6s72Y0OHFHU/Bq63rbfRYMDmJ0Gzdk10s8ySQSRrdx4/MPOmDtKNbNC0J1Ylqp0CDcXI6hodVEaujEmlOhOh/35kTGhDG4+2QiY4/Su+M4ImIOcyk2DFNjK+QyBd7uzdi050uiYo/y/EyPGufIyEnAx10zxdjVsREKub72vfjkC6jVaqYtekLnmKqqChr76m4TBKF23/39Cw5mdgwK6XvHfUNcGtPIwfcBtOrhkZ96jYL0ItxbON5x3wWDg1gwOOgBtEoQHn4iOBTq3aazKUxff45KpWZNQEp+KdPXnwMQQY8g/Au+Hi3Y/ecvJKdHU1pehJdrCIHe7bh0JQwzE2t8PVoglylQq1WEBnbnmYHza5zD3NRO+7O+nu7TdbVahUQi4YM3dyGrVldTTyESxQjCvaRUKVHIFChkivpuSr27+UFyl0IVbTzNURiIrqwg3EviN0qod+9ujdAGhv+oVKp5d2uECA6FR5parSb82x3EbD4OUglevZsROqkvEqmU+B1niFobRuHVTGT6CuybetH8jQEY2d2ozZV6NJrTX2ylKD0PXO3YaWFND+CdnRVYVlawdd/X+Hu2RiqVEejTnh/XTsXMxIamgd0B8HQJ5lj4ZmysXJHfRcfTwzkItVpNfmGmGCkUHkpqtZq/Y45yPP40+aUFGOsZ0cwtmN6Nu5NekMGfF3aSkJOEQiYnwNGfgcG9MVAYALD29CZKykt4vt2N8ie7Iw9wMeUSU7q/qrOPj50Xh64coUJZSWPHRgwK6YueXMHa05uIz75KfPZVjsadBGBGz8nkleTzw+HlPN92FHuiDpCWn87o1iMorihhy7ntvDdwtvaal9Ki2Rt1kIzCTEwNTGnq0oRuAZ2RSzXr0C+mRLIn6gDZRbkoZHIczOwZ1WoYpgYmD+pjvqeq1/W1yShhh60+dmdTRF9BEO4hERwK9S6vpPKutgvCoyJh51n8hz9Bz+9fJe9yKmHz12DVyAWPnk1RVSoJfqkHZu62lOeXEL50O4ffWU3Pb18BoDgjn4OzVuAzsBVJgV6s3HiW7heiAUgrUqOQufH3qfWMGjAX0Iwm5uSnkpmbyKgB8wDo8cSL7Du2kiXLX2Zgt9cwNbYmM+cqx8K3MHrQuxjeohPpaOdN++ZPsmz164we+C4eLkEUleQTGRuGnbU7rYL7P4BPTxD+vZ2X9nIs/hT9mvTC08ad4vJiUgvSqaiq5Ocjv+Fi6cSkzi9RUlnKhjNbWXdmC2NaD7+ra8TnJGJqYMJL7ceQX1rIqpPrsDGxoot/BwYG9ya7KAdbExt6N+4GgLG+EXkl+QD8FbGHfk16Ym1ihb5cj6j0KzrnvpwRw++nNjAguDee1u7klxawMXwbVSol/YJ6cq2siNUn19OrcTeaOAVSoawgMTf53nx49eTmur6GVSoci5X86SHjk53RIjgUhHtIBIeCIAj1xNzTnpBxPQEwc7MlZssJ0k/F4NGzKd4DWmr3M3W2puX0Ifw58jNKMvMxsrPgyoZjGNtb0OLNgbzx0X5SrKwxcyqiR8JVAPIljTBWxRHg3R4APYUBPu7NiUsKx/v6WkIrcwfmv/4na/5cwKLvnqaiqhwbC2eC/DujuEMtw1dGLmHT7sWs2vouOQVpmBhZ4O3WjEAfMZIoNGzlVRUcjjlG/+DetPQIBcDGxAp3a1dOxJ+mvKqCEc2HoK/QrLMdEjqAHw4vJ7soFxuTuhdON1DoM7hpf2RSKXZmtgQ5BRKbFU8X/w4YKAyQSWXoyRW1juR1b9QJP3vvW557X/TfdPRtRwt3TfutTazo07g7v5/aQN8mPSgsu4ZSrSLIORBLIwsAHMzsbnm+h8HNdX29CqrIMJJRopBSWksdVEEQ/j0RHAr1zsJQQX5pzVFCC0OxvkJ4tFl4O+i8NrQxoyyvCIDc6BQu/LSH3CupVBSWwPWZ18XpmuCwICETm8ZuSCQSbacp0cxMe65E+VMkyZ/C262pdtu8STWzozraejHlhZ9v2cYJo76qdbtcpmBY7xkM6z2jbjcrCA1EZmEWVSolPraeNd+7lo2jub02MARwt3ZFgoTMa1l3FRzamdoik95ICm9maEpSXkqdjnWxdLrt+yn5aSTnpXDw8o0SNWrUVCqruFZehKO5PT62Xize+y2+dt742nrSxDkQE33jOre/obm5rq93QSUx5grtdkEQ7h0RHAr1bv7Axkxfd45K1Y11hwqphPkDG9djqwTh3rs5mcKExDzczUxofdP7EokEtUpNVWkF+974CYeWPrSbNwIDSxPKC4rZ/coyVFX/FIO/8ftyc6fpZqLTJAg1qVH/q/f+IUFSYy+VSlljP5mkerUwCWr1nc8PoCe7/ci9Wq2mW6NOBDnX/DtprGeMVCJlbPvRJOYmcyUzlpNXz7Lj0l7GdXgeJ3OHWs7Y8E3v5a9dc5hqLCfKUiHq+grCfSCCQ6He/bNWQJSyEB5l1ZMplFepOBqbg34tyRQKrmZSnl9M01d6Y+KkGalIPKBbXN7cw57EA5qSEv90mtwKr2nfF50mQbjh5gczrpYK2vvJiMmKx8bEWmc/e1NbTl0Np7yyXDt6eDUnCTVq7ExtATDRNyKtIF3nuNSCjLtuk1wqQ6VW/av7cbZwJOtazm1HMiUSCe7Wrrhbu9KtUScW713K+eSIhzY4vLmvcBpEX0EQ7hMRHAoNgqjVJzzqbk6m8A+lSl1rMgVjewukenKi1x/B78m2FCZkcv77nTr7+A5pTeTqQ5z+Yitdh7blfQ8Dcg5rOqwOZga8MiRI/E4JAjUfzCTmVWKbbsfW87uRS2V4WrtTUlFKSn4qzdyasjvqAL+f3kTPgM6UVJaxMfxPGjsFaAMxb1tPDl45wsmEs3jauBORGsnV3ETMDcxu14waLI0sSM5LJbc4H325HoZ6dR/p79aoI78cXY2FkTnBLo2RSqRkFGaSlJdC3yY9ro8YxuFn742pvgkp+WnklxZifz3AfViJvoIg3H8iOBQEQXgAUm+RNKG27QaWJrR9ezjnlu3g8h9HsfR2oNnr/dk/5cbaQGMHSzouHMPpJX9yZdNxrPydaT5rMEfmr2H9hLaYONZ9bZQgPMpqezBz+qoTcpk++6IOUVBaiImBCc1cg9GTKxjbbjRbL+zk6wM/IpfJCbxeyuIffvY+dGvUiV2X9lGhrCTUNYg2ni2JTIu+q3Z18GnHutObWLz3GyqVVczoObnOx/rZ+/B821Hsiz7E3zFHkEqk2JhY0/z6GmMDuT5Xc5M4GneC0soyLAzN6ObfkVC34LtqoyAIjx9JXee/PwgtWrRQnzp1qr6bIQiCcM+1X7Sv1nWBzhaGhM3qWg8tEoTHg+esbbWuJJQA8Yv6PejmCIIg3JFEIjmtVqtb1Me1q6+WFgRBEO6D6b38MVTIdLaJdYHCg/bRd2+wdOX8+m7GA3WrxEwiYZMgCEJNIjgUBEF4AAaHOrNwaBDOFoZI0IwYLhwq1gUKwv0mHswIgiDUnVhzKAiC8ICIZAqC8OCJjNiCIAh1J4JDQRAEQagHv658Frm+BSOfWqLd9tuaCaiUZYx55n+cCt9C5MW1GMhVqNVQrpTSqvUE/H3bA3D2/HYunl+DgbyKKhUgt6Zf73mYmWkyUpZXlPHT2kUcC9+Lgb4hfTo9XR+32SCIBzOCIAh1I6aVCoIgCEIDU1lZTmzkGvQM7WnZbibN2kzB0aU9UpnmmW70lTBiLq3EzNKX5m2mERj8PFUV+Wz58y3tOX7d9AXno4/z5tiPmTtxKfHJ0UTGnK2vWxIEQRAeAmLkUBAEQRAamKKiHPTkUly9OuLhFgKAj2dL7funTv+KRGLBU/3e1m5TKPSJPv8DWdlXMTW1Zf/Rzbwyah5NA9oC8Ooz7zBhXt8HeyOCIAjCQ0UEh4IgCILQwFhaOlGiNCXh8u9EXtqEmYUXLZo9hbNjIwDUVYXoKySsWzNK5zi5TEpK2iUsyr2pUlbi5xmkfc9A3wg3R58Heh+CIAjCw0UEh4IgCILwgMzddIHVx5NQqtVM866iqqxM5321WqX9+Zmnv+XS5UNcjt5HYd4Vjh56DyfPQbRrNQIJUCmxpk2bF2pcw8HOm4yctPt9K4IgCMIjSASHgiAIgvAAzN10gZXHErWvS6pkyCQlzN10gQWDr4/wKa+BRF+7T6BfRwL9OgLw628vEBe7l3atRqCWmVJVkY+ne2it13KwlSOTybmScBF7GxcAyspLSUqL1b4WBEEQhOpEcCgIgiAID8Dq40k6r2MKbejhnsHJiHXEhpRx6vRq9GRQroLE5AscO7ECX58u2Fh7kJYRjVxSjp6xJuNm8+ZjuHhmKavWvkZI8JMYGZqTkhpBYuIxRo34GgN9I7q2GcSqLV9hZmKBpbktf+z4EZVKVVvTBEEQBAEQwaEgCIIgPBBKtVrn9d68TjgZbWaQ5xVOHVuMzMCd8ipzoAwDfRPKy3KJurgShUxCRZX6/+3dd3xVRcLG8d+kh/ROEhIILYQqEroiAgKiCFhBsCM2sKwiAjZWrFjWXldlXYr6ioguUsTCShUIvUlPoSUhCYGQkNx5/0gIBAKyQHITeL7/eO+cmXNm4nyAJ+ecGVy9ouh95ZMAJDS8hMLCfJYnfcGa5R9hgPxCg5dPbOn5B/V9mEMFebz6yXA8Pbzo2ekm8gvyKnHEIiJS3Rh73F9WzpSYmGiXLFni7G6IiIicc/VGTj8hIAK4GsPmF7WKqIiIFDPGLLXWJjrj2trnUEREpBIMaBvzP5WLiIhUNoVDEalS5o/pxapPHz3j4yJV1di+zRjULhZXY4DiO4aD2sUeXYxGRETEyfTOoYhUK4mP/hsXV3dnd0PkjIzt20xhUEREqiyFQxGpVjx8g53dBREREZHzksKhiFQ51jpYN2kM23/+DGNcqHXpABoPfA7j4sL8Mb3wi0mg2Z2vAfDT0KbEXj6IA7u3sXPxNNxrBNB40FjCW3Rl5ScPs3vZTLyCImh6x2uEt+jq5JGJiIiIVF1651BEqpzU37/GuLpyyZjZNLvjVbb++B5pC745af0t098jqH4rOr04l6j2/Vj+/r0se/suwlt257KXfye4UUeS3r2booJDlTgKERERkepF4VBEqhy/WvE0uvFJfKMaENX+WkKadCJ99W9l6tz0+Ic8/d5UAMJadKVO97vxjaxP/A2jcBzOx6dmXWI63YxPzXo0vPZxCnLS2Z+81hnDEREREakWFA5FpMrxi21a5rtXUE3yc/aetL7/MfXdvHxx9ayBX0yT0jLPwHCAU55DRERE5EKncCgiVY6L6/GvQxusw3GK+sevXmqOKyveOoBTnENERETkQndWC9IYY8YBvYECYDNwh7U2q+TYSOAuoAh40Fo78yz7KiLnoalJqYybuYG0rDyiAr0ZkZuP32m2dTgs2bl5vPHvWSyYkMW1XS9m5F29ACgsKuLFf07nu1+SOJC7nxe8YNXmVCJaVdxYRERERKqzs71zOBtoaq1tDmwERgIYYxoD/YEmQE/gPWOM61leS0TOM1OTUhk5ZRWpWXlYIDUrjy3pB9iSfuC02n/3SxLGwK29OzDm/j58OnUe389dCcCXM/9g0aotvDliAN+/9SAAb0+cw9otaRU1HBEREZFq7azCobV2lrW2sOTrQqBWyec+wGRrbb61diuwCWhzNtcSkfPPuJkbyDtcVKbM4bAk7cg6rfb1YyPw9/EmJMCXqzu1oH2LusxfvglrLUkbknl31EDaNqtLTM3ivRGbNajFxOmLzvk4RERERM4H53KfwzuBL0s+R1McFo9IKSkTESmVlpV3QtlbkU9jgGePKWt5/wcAPDboDeo0uI2hd94Ej39Io7iadHtwdWm93Hlb+NPXk05PzGLRCxO44p7XjznLQxSsK6S9R0aFjEVERESkuvvLcGiM+QmoWc6h0dba70rqjAYKgQlHmpVT357k/EOAIQCxsbGn0WUROV9EBXqTWk5AjAr0Pq327m5ln1av3b0p2QfycDgsxhimvTkUt+PqeHkcv3iNiIiIiMBphENrbbdTHTfG3AZcDXS11h4JgClAzDHVagHlvuhjrf0I+AggMTGx3AApIuen4T3iGTllVZlHS73dXRneI/6EulOTUknasY+56QVMeulnvHLzOb6Wm5c7LgUFNKkXhbWWPfty6dCiXgWPQkREROT8cLarlfYERgCXWWsPHnNoGjDRGPM6EAU0ABafzbVE5PzTt2Xx0+bHrlY6vEd8afkRRxauCSl0gLUc+j0Jr81bWfTfzXyUU8Tgx/vh4uLClmlJ4OtJ3TFh9L28JU+M/pxaBy3Ze3Jw83DDJ9SP6x6+iut66RVoERERkeOd7TuH7wCewGxjDMBCa+291to1xpivgLUUP276gLW26BTnEZELVN+W0SeEweMdu3CNX3IaWfXrsKN+GAHGjSnjf6FB01guv7p1mTYjb+nBrZ/+l52xgeyq5Y2/tydxPj5EhvpX2FhEREREqrOzCofW2vqnOPY88PzZnF9EBMouXFPg70tG4+IHSjOArsF+JM3fwOVXt6ZeTDh1GkQBkJO5H+uwTP7sb0REhzij2yIiIiLVyrlcrVREpEIcu3BNvr9/mfIQRwBZmftPaFO3US1admjEkKvH0qpjAi07NOLSni0JDPartH6LiIiIVCdntc+hiEhlGN4jHm/3klVHXYoXQz6ycI0xBus4cS0rV1cXXvpsGC9+Ooy4+Ghm/N987rjiWTavS6nMrouIiIhUGwqHIlKlTU1KLX3n8MgeOdGB3rx4bbO/fFfRGEPjlnW5ZdhVvPPNCELCA/ht+tKK77SIiIhINaTHSkWkyjqySumRxWgs4Opiyl3R9Hjrlm9l2fz1JF6SQFCoP5vWJrN31z5i65e3bauIiIiIKByKSJV17CqlRxQ5LONmbvjLcOjj68WapZv57otfOZCTR1hkEAPvv5JufdpWZJdFRE5q2APzqF3bF3d3F2bMKH7E/eresdx3f2NcXAyHDzv45KP1zJ6Vwv79h6lTx4/BQxrRtl04AEVFlnEvr2DZ0nQyMg4RHu7N1dfEMuDm+ri4mNLr/Dh9B5MnbiY5+QC+vm60bR/B6CdbApCbe5j33lnLf+fuJL+giIYNAxk6rAmNEgIr/wciIlWOwqGIVFnHrlIKkNKpPQDmmPLhL99a+vnVfz9S+jm2fiQv/HNoBfdQROR/M2tWClf2iuWDDy9h8+YcXnlpBSEhXvQfUI8Xn08iNfUgTz/bivBwLxYs2MMTjy/i4392on6DAKy1hIZ5Mea5VgQGebJu7T7GvbyCgAAPru5dG4Dvpm7jrX+s5u57EujQIYK8vEKWLk0HwFrL448twsfHjZdfbYu/vzszpqfw0LD5TJjchdBQL2f+aESkClA4FJEq69hVSo8vFxGpjkJCvHj4kaYYY6hdx4/kHQf4avJmLr20Jj/NTuXrb7oRUbMGANddH8eSP/by3dTtPDq8OW5uLgy+u1HpuSIja7BxQzY/zU4tDYfjP9vIDTfWpf+AeqX14hsV3xVctjSdTX9m8/30nnh6Fi/yNXhII+bN28XMGckMHNSgsn4MIlJFKRyKSJU1vEd8mXcO4egqpSIi1VGTJkEYc/QR0CbNgvjk4/WsXJmBtXDLwF/K1C8ocHBxq9DS71O/3cYP329n1648CvKLKCy0RNQs/oXZvsx89u49RKvEUMqzYUM2hw4V0bvXjBOukZZ68FwNUUSqMYVDEamyjrxXOG7mBtKy8ogK9D6txWhERKojY+Cjf3bCzc2UKT9yl2/OT6m8/eZq7h/ahKbNgvDxcWPKN9v47287AbCcuK3PsazDEhTsybvvdzzhmE8N93M0ChGpzhQORaRK69syWmFQRKqtI9vxpGXlEb3DEpyai7W29O7h2tX7CA31oknTYKyFzIz8MncKj7VyZSYJjYO47vq40rK01AOln4ODvQgL82LpknRatwk/oX3D+AD2ZebjYgxR0T7neKQicj7QPociIiIiFeDIdjypWXlYIL/QQUZGPg+NXsSO7bn88nMakyZu4sb+dYmN9eWK7tG8MDaJX35OIy31AOvXZTFp4iZ++zUNgJgYHzZuzGLhgt0kJ+fy+WcbWJ6UUeaat9zWgK+/2sKXkzezY0cuf27MZvLETQAktg6jWfNgRo5YzMIFu0lLO8DqVZn885P1rFiecXz3ReQCZKw99SMIlSkxMdEuWbLE2d0QEREROWsdX/q5zKJaYSuKKKxh8PF0wy/dgjFcdVUM9z3QBFdXQ2Ghg399vpEZM1LYuycPf38PEhoHcsed8cQ3CuTwYQevjVvJb7/tBGu5rHMUETW9mf7DDr6eckXpdX74fjuTJ20mNeUA/v4etGsfzsjRxVtZHDxQyMcfreO3X3eyb18+wcGeNG0WzJB7EoiupbuJIlWBMWaptTbRKddWOBQRERE59+Ke+E+ZtwDDVhRx2MeQXd+FrS9d5bR+iUjV5sxwqMdKRURERCrAybbd0XY8IlJVKRyKiIiIVIDhPeLxdnctU+bmYrQdj4hUWQqHIlKlzPhuG73aTnF2N0REzlrfltG8eG0zogO9MYDHZb48ObKlVmAWkSpLW1mISKV7c95nRPqFc2NzvXMjIuc3bccjItWJ7hyKiIiIiIiI7hyKiHNk7MnjgYFz2LopG1dXQ0wdf4aPObow17KFu3nn5eXsSj1Ao2bBDB/Tmshjllmf/2sa499fw7bNOYSEetGlVy1uu68Z7u76nZeIiIjImVA4FJFKZ61l0e87qdMtH5+bkzFAlKMepiTXHXYU8q/5PxA+OJMAxyHy07149YN9vDa2HwDf/7qUWTnT6DCgG7V9N7H74B7mz8zm8Jtw32MtnDcwERERkWpMv2IXkUrnKLLUaJxJbO0AHrtsMDdddDVbWEu65w4Aal6TQnizwwxudwOjuzxAi9Cm5LdaQXLWTgBm/7AdgNSAlfRrfgVPdR3Gzde24fuvN1OV9m6V0/PS2ml0mP2Ms7shIiJywdOdQxGpdK5uLngX+vPl4/n82XYdF7eNoHZsDBvTt+BJHAHNs7m3450E1wgEoHVEK+b9vIZfYxZzS2IfUrbnEg0kfebN7xtWAmAt5B8qIjP9ECFh2kOsOhnasDtD6nU5Z+ebuG0eI5ZPIrnvO+fsnCIiIhcChUMRcYrWTepx/4ROLJ63i/m/ppEZl8PhRAjHH2Pg+V/eLa3rcDjwiy8k8+A+gNK7g2Oe7kGAR0CZ8wYGeVbeIOSc8HXz0t9GIiIiVYD+OhaRSvHk1FVMWpRMkbV0aJJBpL8r/fsEUi8+kAF3NuKR99azZ/dBwoIs1sLwTkNwLXkJcd2qDF4YuZgRk3sCUKu2HwCxMYH4evqc9Jpy9n7atZrX1/+HdTlpGKBlUB1eaNGfeP9IAJZkbuGxpAlsyEmjoV8kTzbpx03z32Jap8e4JCyeIuvg4WX/4r971rPnUA5R3kHcGncpQxt2x6Xk/+9La6cxLXUp868YA8ADSz4lIz+XzuGNeXvjTA4WFdAr6iLGXXQzNdyKw//8vRt5ZvX/sT47DRfjQgO/mrzV6jYyC3IZuvRzAIK/uRuAxxN680Tjayr3ByciIlINKRyKSIV7cuoq/r1wx9ECh2X7umwe3L6IUdc3ZWfKAfbnFFAz1AN/QjAGcvJzaRgaB0CqWxEFmZ74exaHwu69azMrZwWTPl1Pt271cXUzbP0zh/WrM7nnb82dMcTz1sGifO5t0I0m/rU45DjMq+t+4Ob5b7Og+98pcBQyYN7bdI5ozPut72RXXjajVkwu095hHUR6BfFp23sI9fRj6b6tPLLsC4I8fLgl7tKTXndB+iYivAKZcunfSM3L5M5FH1LfN4JHGvWi0FHEwAXvMqjOJXzUejCHHUWszNqBq3GhTUg9Xmh+E2PXfMvSni8A4OOmu8kiIiKnQ+FQRCrcpEXJx5UYXAoty79I5rbxKQSFeNLgVl+iYjzw3RPA/lWB/Nv7W/o16UFMQCR7C/YQ0jGdNenr6RDUgkZNg5k1H1YtS2fKZ9txdTXUqu1Hjz51nDFlXIg2AAASrUlEQVS889o10a3KfH8n8Q5qfzeMZZlbWZ+TRpF18Far2/B29SDBP5pHG13FkD8+Ka3v7uLGqCZ9Sr/H+oSyct8OpiT/ccpw6OfuxWstB+Lm4kq8fyR9ohOZu2c9jzTqxf7CQ2QfPkjPyObE+YYD0LDkTiaAv7s3BkOEV8DJTi8iIiLlUDgUkQpXdNwKotYFDoa5sqOrN9teugqAL5K+5UDBQXr2qcMVvR9k5sa5fLd2Nll5OdTw8Kbb7dHUCgsrc54X3rlEj5VWsK25e3hh7XcszdxKev5+rLU4sKQczGTj/l0kBETj7epRWr9VcNwJ5/hsy698sfV3kg9mcKjoMIdtETE1gk953Xi/SNxcXEu/1/QOYGnmFgCCPHwYULsD1//+DzqFJ9AprBF9aiVS6y/OKefGjoMZJM75O7MufZSLAmPPuI6IiFQ9CociUuFcjSkTEBesSSgtP+KWlv2O1ndxpVejy+nV6PJyz9cgNI63rxlTQb29sE1NSmXczA2kZeURFehNVuPZNAwK4/WWg4j0DsLNuNB+9jMUOAqxWAzmlOebkvwHo1Z8yd+b3UCbkHr4uXvzyeZf+E9a0inbuR8TDAEMBgdH59C7iXdwX/1uzNm9mhk7V/D8mql80f5+utZseuaDl3Mm2juIVVc8R4iHfnkjIlKdaJ9DEalwA9rG/E/l4hxTk1IZOWUVqVl5WCB5fzY7D6fTxrUNnSMaE+8fSW7hIQptEVB8d29tdgp5RQWl51i2b2uZcy7K+JNWwXW5u34XWgTVpq5vONsO7D0n/W0aGMND8Vfy/WXD6RgWz+QdCwDwcHGjyDrOyTXkzLgaFyK8/Mvc/RURkapPdw5FpMKN7dsMoHS1UldjGNA2prRcqoZxMzeQd7io9Lspcscc9uDDjb9yU/OG7MzbxzOr/g83U/wP/utj2/L8mqk8vPRfPNKoF7vysnh9/Y/FbUvOUc83gknb5zN71yrq+oQzJeUP5u3dSKBHjTPu5/YDe/l8y1x6RrUgyiuIbQf2sjY7hTvqXgZAjE8IhxyH+WX3WpoHxuDt6lG6yqmcPmst72/5hfHb55Gat48QD19uqNWaW2t3AOC12x4la2gbVhbsJqZGMGObXkvnsEbA0cdKr39lO6PffYVtUYZ+C97h/9rdzwslq9829KvJa81vonng0V8SLc7cyvPrvmd51g4CPGrQI6IpTydcg5+7FwALMjbx97XTWLd/J67GhQa+EbzRoj8J/lGn1V5ERE5N4VBEKsXYvs0UBqu4tKy8Mt8NBu/NrcmNXUnH2c8Q5xvOc81u4PaFHwDF+xNO7DCUx5Im0HnOc8T7RTKicW9uX/gBnq7uANxe9zJWZSczZPEnWCy9oy/mgYZXMGHbvDPup7erJ5tzd3Pnwg/JKMglzNOf62Pb8lB88VYnbUPqc0fcZdy9+GMyC3K1lcUZen79D3y+bR5/b9KXdiH1yMjPZVVOSunxRb1DedavOW82bcnrf87inqXjWdrtWXyPCeIDx4+lZmw9tmVtKT3nUwnXEOHpz+g1U7gv6Qt+7zwSYwxrc9K4ceF7PB5/JW+06M++wwd5cs23PLRiIp8m3kmho4hb//iEm2Pa8d7Ft1LoKGJldnLpljd/1V5ERP6ascctFOFMiYmJdsmSJc7uhojIBanjSz+TelxABIgO9GbeE11O6xzT05Zzy4L32Hj1a4SUbD0i1U9uYT4JM0fxXJN+3F7nkjLHjtwVvGzybv4x4u9EN2/IzrwsWvz0DNM6PEi7kHonLEgzL/1P+i14h8lt76VLePE7x4syt9B73pss7zaGKO9AHkj6N+7GhX9cdHPptVZlp9B17jjWdB+Lm3EhfuYoprYfRofQ+if0+a/ah2k+ikg1YYxZaq1NdMa1dedQREQAGN4jnpFTVpV5tNTb3ZXhPeJP2mbS9vnU8Qkl2juYdTmpjFoxmZ6RzRUMq7mN+3eR7yjk0pCGzP/4G5ZMmE522h5qBAcQdeMl0ABCUvPJTt3DnFc+Z/uStTCuNmuWr6Rd13ql5/mo94OMfvcViCp+0PjHbsOp8/5zzHllPBv3pMCoaNatXUtUqw6szEpm64G9fLN1MQ6HA6wFFwPuhm0H0mkdHEf/mDbctOh9Lg1tyKWhDbkm6iKivYMAitsf3MvUchY72nYgXeFQROQ0KByKiAgAfVtGA5RZrXR4j/jS8vLsPZTDS2unsftQNuFe/nSv2Zxnml5XWV2WCmJLVoad/8kUUj79iR5P3U3tNs04mJHN8vWrAXApsswZN57uo+7iquce4O3VrzD/028Z1K4nJ1vE1qXI8tMrn3PFiDtpHejK+M0fM+fV8XSZ2B4HlhvCWtJxFcQkNsbDx5vkJWv4ddxEfMalwyVxvHXRQIbEdebnveuYuXs1L67/D5+3vosu4Qk4sAyMbc89dTufcN1I7XkpInJaFA5FRKRU35bRpwyDx3swvicPlrzrJ9Xfka1MUvfvx7RxYVrSXB4fcQcX39gDgJA6UdiEcJjzOwDt7+pHfLd2xY1XQ8GBPHat3YxpEnnSa3T5263EdWjBjoMZsBmyUnaTsyudZgG12HooizcGDyut27JBY/LnbeLP7+fR+JLWADQNiKZpQDQP1u9G/4Uf8FXKYrqEJ9AsoBYb9u+irk/YyS4tIiJ/QVtZiIiISJmtTChyw3dzCAuvCmZiYC5bD6SzbN92Ptv2e5k2EY3iTjjPgYzsU14nIqH8NsPqdyVp33YGTnyepwbdzxNdBnDXtQN4z38j2Wl72H4wg+fWTWNx5laSD2bye/qfrN2fRkPfmgCl7R9b+SWrslPYcmAvs3av5tEVX57FT8V5hjz+PNfd/bhT+zB3YRI+9S8lPTPLqf0QkcqjO4ciIiJywlYmgetqEr1uLV93X8ZXvywizNOPG2u1LtPGxf3EfQyt49R7TLq4ld+miX80Y3Ym8G72Yubd6IvDxZsYj0DqrcmjaHMh3q7ubM7dy+CUz8gsyCXMw4/rolsxrH43AJr4R/Ndxwd5cf1/6DP/LRzWUrtGCFfWbH4mPw6nG/fUQ1SlRQNF5MKgcCgiIiInbGWS7R9Cr29zyN8XzMz/G1Hm2IaLRvFm8u1lyvb0fpNnh10JQGyNkDJ1OoY2YFHoXYw/cPQ8x9cB8Fiwg1EBDej36GNA8V6LH7wxFPx9CPf05/PWd51yDBcFxvJlu/tOe8xVWYCf7xm1czgcWGtxdT0xhIuI/BU9VioiIiIE1nAv873Q3YO1DVvQauUCkr6aReb2NFKWb+CPL36osD6ExNViy/zlbP9jNXs3JTP96ffIStlVYderyo59rPT3xcvpfN09hDfvTuRFPbnsuiGs2Vi8d+QX30wnvHl3Zvy6gMQrbyUwoQvrN29n6cp19L7tb8S2vpqaLXrQ7ab7WbRsdZlrZO/PZejoV6jdpjcRLbrTY8BQlq1aX+ljFZGqQ3cORUREhPKeYFzaoj0uPt789vYkckan4xsaSItru1ZYHzoN68++5F1MuP1p3Lw8uOj6K2jW53L2/rmjwq5Z1RUWFnLTvSO59Yar+fT1pzlcWMjyNRtxdTn6+/1D+QW88u6/eHvsY4QGB1IzLJSlq9YxoG93xj31IMYYPvxiCtcOHs6KnyYRGhyItZbrBj+Ov58P33z8MkEB/kz4dga9Bj1E0uwJRIaHOnHUIuIsCociIiJCdt7hEwuNYUmDlnz9zZMnHHp224+nLAuKiSjzPa598xPaHF/HO8CP/h8+dSbdP2/l5B4kKyeXXl06ULd28UrC8fVql6lTVFTEa888TMumR/ck7dy+VZk6rz3zMFNn/srsuYsY0LcHvy1cxsp1m9i++Hu8vTwBePqRwUz/eR6Tps7kb0MGVvDIRKQqUjgUERERogK9i1cqLadcnCc40J9B111Jnzseo3OHi+ncvhXXXnk5taIiSuu4ubnSPKF+mXZ7Mvbx3BufMHfhMvak76PI4SDvUD4pabsBSFq9gYN5h6jdpneZdofyC9i6I63iByYiVZLCoYiIiDC8Rzwjp6wqs2Kpt7srw3vEn6KVVIYPXx7FA7ffyOy5i5g+Zx5jXv+Yye+/wBWd2gLg6eFxwgI0Q4Y/z570TF4ePYzY6Eg8Pdy56taHKThcCIDDYQkPDWL2pHdPuJ6fn0/FD0pEqiSFQxEREaFvy+JHFsfN3EBaVh5Rgd4M7xFfWi4Vb2pSaunP//CqXdT2M6XHmifUp3lCfR69ZyB973yMCd/OKA2H5VmwdCXjnnqInpd3AGB3eia79maUHr+oSUP2pO/DxcWFuNioihuUiFQrCociIiICFAdEhUHnmJqUWubO7cGCQtbvOsRHM5JIXrmIq7p1JCoijK070li9YTN339z3lOerXyeGyd/NonWLxhzMO8STL7+Ph/vRFWm7dEykfatm3HjvSMaOuI/4urHs3pvJ7LmLuLxjIh1bt6jQ8YpI1aRwKCIiIuJk42ZuKPNILxQ/+vnJ/GTqpSczaNjTZGRmEx4axE3XXPGXC8a8/9JIhj35Cpf0HUxkeCijHryDvZlZpceNMUz5ZBxj3viYoaNeYW/mPsJDgmnfqik39+tZIWMUkarP2PLWrnaSxMREu2TJEmd3Q0RERKRSxT3xH8r7F5kBtr50VWV3R0ScyBiz1Fqb6Ixru/x1FRERERGpSCdbFVarxYpIZVI4FBEREXGy4T3i8XYvu+KoVosVkcqmdw5FREREnEyrxYpIVaBwKCIiIlIFaLVYEXE2PVYqIiIiIiIiCociIiIiIiKicCgiIiIiIiIoHIqIiIiIiAgKhyIiIiIiIoLCoYiIiIiIiKBwKCIiIiIiIigcioiIiIiICAqHIiIiIiIigsKhiIiIiIiIoHAoIiIiIiIiKByKiIiIiIgICociIiIiIiKCwqGIiIiIiIigcCgiIiIiIiIoHIqIiIiIiAgKhyIiIiIiIoLCoYiIiIiIiKBwKCIiIiIiIigcioiIiIiICAqHIiIiIiIigsKhiIiIiIiIoHAoIiIiIiIiKByKiIiIiIgICociIiIiIiKCwqGIiIiIiIigcCgiIiIiIiIoHIqIiIiIiAgKhyIiIiIiIoLCoYiIiIiIiKBwKCIiIiIiIigcioiIiIiICGCstc7uQyljzF5gu7P7cQEKBdKd3Qk5r2hOSUXQvJJzTXNKKoLmlZyt2tbaMGdcuEqFQ3EOY8wSa22is/sh5w/NKakImldyrmlOSUXQvJLqTI+VioiIiIiIiMKhiIiIiIiIKBxKsY+c3QE572hOSUXQvJJzTXNKKoLmlVRbeudQREREREREdOdQREREREREFA4vaMaYccaY9caYlcaYb40xgcccG2mM2WSM2WCM6eHMfkr1YYy5wRizxhjjMMYkHndMc0rOiDGmZ8m82WSMecLZ/ZHqyRjzqTFmjzFm9TFlwcaY2caYP0v+G+TMPkr1YoyJMcb8YoxZV/J330Ml5ZpXUm0pHF7YZgNNrbXNgY3ASABjTGOgP9AE6Am8Z4xxdVovpTpZDVwLzD22UHNKzlTJPHkXuBJoDAwomU8i/6vPKf7z51hPAHOstQ2AOSXfRU5XIfCotTYBaAc8UPLnk+aVVFsKhxcwa+0sa21hydeFQK2Sz32AydbafGvtVmAT0MYZfZTqxVq7zlq7oZxDmlNyptoAm6y1W6y1BcBkiueTyP/EWjsXyDyuuA8wvuTzeKBvpXZKqjVr7U5r7bKSz/uBdUA0mldSjSkcyhF3Aj+WfI4Gko85llJSJnKmNKfkTGnuSEWKsNbuhOJ/6APhTu6PVFPGmDpAS2ARmldSjbk5uwNSsYwxPwE1yzk02lr7XUmd0RQ/GjHhSLNy6mtZWwFOb06V16ycMs0pOR2aOyJSpRljfIFvgIettTnGlPfHlkj1oHB4nrPWdjvVcWPMbcDVQFd7dF+TFCDmmGq1gLSK6aFUN381p05Cc0rOlOaOVKTdxphIa+1OY0wksMfZHZLqxRjjTnEwnGCtnVJSrHkl1ZYeK72AGWN6AiOAa6y1B485NA3ob4zxNMbEAQ2Axc7oo5w3NKfkTP0BNDDGxBljPChe2Giak/sk549pwG0ln28DTvb0g8gJTPEtwn8C66y1rx9zSPNKqi1z9GaRXGiMMZsATyCjpGihtfbekmOjKX4PsZDixyR+LP8sIkcZY/oBbwNhQBaw3Frbo+SY5pScEWNML+AfgCvwqbX2eSd3SaohY8wkoDMQCuwGngGmAl8BscAO4AZr7fGL1oiUyxhzCfBfYBXgKCkeRfF7h5pXUi0pHIqIiIiIiIgeKxURERERERGFQxEREREREUHhUERERERERFA4FBERERERERQORUREREREBIVDERERERERQeFQREREREREUDgUERERERER4P8B8dxl2HOTvyUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.manifold import TSNE\n",
    "\n",
    "tsne = TSNE(n_components=2, random_state=0)\n",
    "Y = tsne.fit_transform(vecs[:500])\n",
    "\n",
    "start=0; end=350\n",
    "dat = Y[start:end]\n",
    "plt.figure(figsize=(15,15))\n",
    "plt.scatter(dat[:, 0], dat[:, 1])\n",
    "for label, x, y in zip(words[start:end], dat[:, 0], dat[:, 1]):\n",
    "    plt.text(x,y,label, color=np.random.rand(3)*0.7,\n",
    "                 fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def create_emb():\n",
    "    n_fact = vecs.shape[1]\n",
    "    emb = np.zeros((vocab_size, n_fact))\n",
    "\n",
    "    for i in range(1,len(emb)):\n",
    "        word = idx2word[i]\n",
    "        if word and re.match(r\"^[a-zA-Z0-9\\-]*$\", word):\n",
    "            src_idx = wordidx[word]\n",
    "            emb[i] = vecs[src_idx]\n",
    "        else:\n",
    "            # If we can't find the word in glove, randomly initialize\n",
    "            emb[i] = normal(scale=0.6, size=(n_fact,))\n",
    "\n",
    "    # This is our \"rare word\" id - we want to randomly initialize\n",
    "    emb[-1] = normal(scale=0.6, size=(n_fact,))\n",
    "    emb/=3\n",
    "    return emb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "emb = create_emb()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5000, 50)"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "emb.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([  1.39333338e-01,   8.32266659e-02,  -1.37473335e-01,\n",
       "         4.05666654e-02,   1.15090003e-01,  -1.48189999e-02,\n",
       "        -1.65626665e-01,  -5.95399986e-02,  -2.20076666e-04,\n",
       "        -2.18866666e-01,   9.28100049e-02,  -4.92233336e-02,\n",
       "        -1.85590009e-01,   4.88599986e-02,  -3.16983337e-03,\n",
       "         3.88599994e-03,   3.40133334e-02,  -4.26400006e-02,\n",
       "        -2.81433324e-01,  -4.06033322e-02,  -5.60033321e-03,\n",
       "        -1.10929996e-01,  -5.17333349e-02,  -7.71033317e-02,\n",
       "        -6.39366657e-02,  -6.27433340e-01,  -2.55819996e-01,\n",
       "         3.30169996e-02,  -1.40416662e-01,  -6.50866677e-02,\n",
       "         1.33570004e+00,  -6.19799991e-02,  -1.74290001e-01,\n",
       "        -1.05603337e-01,   1.97376668e-04,   2.48163333e-03,\n",
       "         5.92600008e-02,  -5.29899995e-02,   4.01366657e-03,\n",
       "        -1.80743337e-02,  -9.95699962e-02,  -5.24966667e-02,\n",
       "        -1.15859995e-01,  -1.52123335e-02,  -1.47503336e-01,\n",
       "         6.26166662e-02,   9.28299967e-04,  -6.13700002e-02,\n",
       "        -3.83799995e-02,  -2.61936665e-01])"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "emb[1,:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# More on finetuning with NLP\n",
    "\n",
    "http://nlp.fast.ai/classification/2018/05/15/introducting-ulmfit.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:pytorch]",
   "language": "python",
   "name": "conda-env-pytorch-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
